diff --git a/vllm/distributed/kv_transfer/infinite.py b/vllm/distributed/kv_transfer/infinite.py
index 3055b45ffbaad..6a9c1f749b7e6 100644
--- a/vllm/distributed/kv_transfer/infinite.py
+++ b/vllm/distributed/kv_transfer/infinite.py
@@ -38,7 +38,7 @@ def __init__(self, model: str, tokens_per_page=16) -> None:
        
         logger.info("connecting to infinite store server: ", infinite_server)
         
-        self.conn.connect(infinite_server)
+        self.conn.connect()
 
     def _compute_kv_cache_block_offsets(
             self, input_ids: torch.Tensor, attn_metadata: AttentionMetadata,