diff --git a/vllm/model_executor/models/qwen3_next.py b/vllm/model_executor/models/qwen3_next.py
index 6a5447ad0fed4..ccf6cc6e5894b 100644
--- a/vllm/model_executor/models/qwen3_next.py
+++ b/vllm/model_executor/models/qwen3_next.py
@@ -1092,6 +1092,8 @@ class Qwen3NextModel(nn.Module):
                         name.endswith(".bias") or name.endswith("_bias")
                     ) and name not in params_dict:
                         continue
+                    if name not in params_dict:
+                        continue
                     param = params_dict[name]
                     weight_loader = param.weight_loader
                     weight_loader(
@@ -1108,6 +1110,11 @@ class Qwen3NextModel(nn.Module):
                         continue
                     if is_pp_missing_parameter(name, self):
                         continue
+                    if name not in params_dict:
+                        logger.warning_once(
+                            f"Parameter {name} not found in params_dict, skip loading"
+                        )
+                        continue
                     param = params_dict[name]
                     weight_loader = getattr(
                         param, "weight_loader", default_weight_loader