diff --git a/Cargo.lock b/Cargo.lock
index 997d83087b..984cb8c1a0 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -5820,7 +5820,6 @@ dependencies = [
  "proptest",
  "proptest-derive",
  "rand 0.8.5",
- "rayon",
  "reth-codecs",
  "reth-rlp",
  "reth-rlp-derive",
diff --git a/crates/consensus/auto-seal/src/lib.rs b/crates/consensus/auto-seal/src/lib.rs
index afd47662f1..7b14f544a4 100644
--- a/crates/consensus/auto-seal/src/lib.rs
+++ b/crates/consensus/auto-seal/src/lib.rs
@@ -349,8 +349,10 @@ impl StorageInner {
 
         let block = Block { header, body: transactions, ommers: vec![], withdrawals: None };
 
-        let senders = TransactionSigned::recover_signers(block.body.iter(), block.body.len())
-            .ok_or(BlockExecutionError::Validation(BlockValidationError::SenderRecoveryError))?;
+        let senders =
+            block.body.iter().map(|tx| tx.recover_signer()).collect::<Option<Vec<_>>>().ok_or(
+                BlockExecutionError::Validation(BlockValidationError::SenderRecoveryError),
+            )?;
 
         trace!(target: "consensus::auto", transactions=?&block.body, "executing transactions");
 
diff --git a/crates/primitives/Cargo.toml b/crates/primitives/Cargo.toml
index 8394559219..e73b59d885 100644
--- a/crates/primitives/Cargo.toml
+++ b/crates/primitives/Cargo.toml
@@ -60,7 +60,6 @@ impl-serde = "0.4.0"
 once_cell = "1.17.0"
 zstd = { version = "0.12", features = ["experimental"] }
 paste = "1.0"
-rayon = "1.7"
 
 # proof related
 triehash = "0.8"
diff --git a/crates/primitives/src/block.rs b/crates/primitives/src/block.rs
index 6ae1a8e062..0c9866ba28 100644
--- a/crates/primitives/src/block.rs
+++ b/crates/primitives/src/block.rs
@@ -163,7 +163,7 @@ impl SealedBlock {
 
     /// Expensive operation that recovers transaction signer. See [SealedBlockWithSenders].
     pub fn senders(&self) -> Option<Vec<Address>> {
-        TransactionSigned::recover_signers(self.body.iter(), self.body.len())
+        self.body.iter().map(|tx| tx.recover_signer()).collect::<Option<Vec<Address>>>()
     }
 
     /// Seal sealed block with recovered transaction senders.
diff --git a/crates/primitives/src/transaction/mod.rs b/crates/primitives/src/transaction/mod.rs
index fae91a3318..d3f03e0820 100644
--- a/crates/primitives/src/transaction/mod.rs
+++ b/crates/primitives/src/transaction/mod.rs
@@ -7,7 +7,6 @@ use bytes::{Buf, BytesMut};
 use derive_more::{AsRef, Deref};
 pub use error::InvalidTransactionError;
 pub use meta::TransactionMeta;
-use rayon::prelude::{ParallelBridge, ParallelIterator};
 use reth_codecs::{add_arbitrary_tests, derive_arbitrary, Compact};
 use reth_rlp::{
     length_of_length, Decodable, DecodeError, Encodable, Header, EMPTY_LIST_CODE, EMPTY_STRING_CODE,
@@ -33,10 +32,6 @@ mod signature;
 mod tx_type;
 pub(crate) mod util;
 
-// Expected number of transactions where we can expect a speed-up by recovering the senders in
-// parallel.
-const PARALLEL_SENDER_RECOVERY_THRESHOLD: usize = 10;
-
 /// A raw transaction.
 ///
 /// Transaction types were introduced in [EIP-2718](https://eips.ethereum.org/EIPS/eip-2718).
@@ -942,21 +937,6 @@ impl TransactionSigned {
         self.signature.recover_signer(signature_hash)
     }
 
-    /// Recovers a list of signers from a transaction list iterator
-    ///
-    /// Returns `None`, if some transaction's signature is invalid, see also
-    /// [Self::recover_signer].
-    pub fn recover_signers<'a>(
-        txes: impl Iterator<Item = &'a Self> + Send,
-        num_txes: usize,
-    ) -> Option<Vec<Address>> {
-        if num_txes < PARALLEL_SENDER_RECOVERY_THRESHOLD {
-            txes.map(|tx| tx.recover_signer()).collect()
-        } else {
-            txes.cloned().par_bridge().map(|tx| tx.recover_signer()).collect()
-        }
-    }
-
     /// Consumes the type, recover signer and return [`TransactionSignedEcRecovered`]
     ///
     /// Returns `None` if the transaction's signature is invalid, see also [Self::recover_signer].
diff --git a/crates/revm/src/executor.rs b/crates/revm/src/executor.rs
index e52bdb4bc1..5ce714521f 100644
--- a/crates/revm/src/executor.rs
+++ b/crates/revm/src/executor.rs
@@ -84,8 +84,11 @@ where
                 Err(BlockValidationError::SenderRecoveryError.into())
             }
         } else {
-            TransactionSigned::recover_signers(body.iter(), body.len())
-                .ok_or(BlockValidationError::SenderRecoveryError.into())
+            body.iter()
+                .map(|tx| {
+                    tx.recover_signer().ok_or(BlockValidationError::SenderRecoveryError.into())
+                })
+                .collect()
         }
     }
 
diff --git a/crates/storage/provider/src/providers/database/provider.rs b/crates/storage/provider/src/providers/database/provider.rs
index fe691b0441..56d4c0f392 100644
--- a/crates/storage/provider/src/providers/database/provider.rs
+++ b/crates/storage/provider/src/providers/database/provider.rs
@@ -22,10 +22,7 @@ use reth_db::{
     transaction::{DbTx, DbTxMut},
     BlockNumberList, DatabaseError,
 };
-use reth_interfaces::{
-    executor::{BlockExecutionError, BlockValidationError},
-    Result,
-};
+use reth_interfaces::Result;
 use reth_primitives::{
     keccak256,
     stage::{StageCheckpoint, StageId},
@@ -1913,12 +1910,14 @@ impl<'this, TX: DbTxMut<'this> + DbTx<'this>> BlockWriter for DatabaseProvider<'
         let tx_iter = if Some(block.body.len()) == senders_len {
             block.body.into_iter().zip(senders.unwrap()).collect::<Vec<(_, _)>>()
         } else {
-            let senders = TransactionSigned::recover_signers(block.body.iter(), block.body.len())
-                .ok_or(BlockExecutionError::Validation(
-                BlockValidationError::SenderRecoveryError,
-            ))?;
-
-            block.body.into_iter().zip(senders).collect()
+            block
+                .body
+                .into_iter()
+                .map(|tx| {
+                    let signer = tx.recover_signer();
+                    (tx, signer.unwrap_or_default())
+                })
+                .collect::<Vec<(_, _)>>()
         };
 
         for (transaction, sender) in tx_iter {