diff --git a/invokeai/backend/model_manager/load/model_cache/model_cache_default.py b/invokeai/backend/model_manager/load/model_cache/model_cache_default.py
index e48be7c008..14e7482050 100644
--- a/invokeai/backend/model_manager/load/model_cache/model_cache_default.py
+++ b/invokeai/backend/model_manager/load/model_cache/model_cache_default.py
@@ -273,7 +273,7 @@ class ModelCache(ModelCacheBase[AnyModel]):
         snapshot_before = self._capture_memory_snapshot()
         try:
             cache_entry.model.to(target_device)
-        except torch.cuda.OutOfMemoryError as e:  # blow away cache entry
+        except RuntimeError as e:  # blow away cache entry
             self._delete_cache_entry(cache_entry)
             raise e