diff --git a/vllm/model_executor/models/qwen2_5_vl.py b/vllm/model_executor/models/qwen2_5_vl.py
index d5bc3446edb8..30980316ecfc 100644
--- a/vllm/model_executor/models/qwen2_5_vl.py
+++ b/vllm/model_executor/models/qwen2_5_vl.py
@@ -198,9 +198,8 @@ def forward(self, x: torch.Tensor):
 
 def all_gather_interleave(local_tensor, hidden_size: int, tp_size: int):
     """All-gather the input tensor interleavely across model parallel group."""
-    import torch.distributed as dist
     gathered_tensors = [torch.zeros_like(local_tensor) for _ in range(tp_size)]
-    dist.all_gather(gathered_tensors, local_tensor)
+    parallel_state.get_tp_group().all_gather(gathered_tensors, local_tensor)
 
     gathered_tensors_split = [
         torch.split(tensor, hidden_size // tp_size, -1)