diff --git a/fastNLP/core/controllers/trainer.py b/fastNLP/core/controllers/trainer.py
index 7eb5bbac..8a888c2e 100644
--- a/fastNLP/core/controllers/trainer.py
+++ b/fastNLP/core/controllers/trainer.py
@@ -591,7 +591,7 @@ class Trainer(TrainerEventTrigger):
                 if model_load_fn is not None:
                     if not callable(model_load_fn):
                         raise ValueError("Parameter `model_save_fn` should be `Callable` type when it is not None.")
-                    rank_zero_call(model_load_fn)(folder)
+                    model_load_fn(folder)
                 else:
                     if isinstance(folder, str):
                         folder = Path(folder)
@@ -668,7 +668,7 @@ class Trainer(TrainerEventTrigger):
             if model_load_fn is not None:
                 if not callable(model_load_fn):
                     raise ValueError("Parameter `model_save_fn` should be `Callable`.")
-                rank_zero_call(model_load_fn)(folder)
+                model_load_fn(folder)
                 states = self.driver.load(folder=folder, dataloader=dataloader, should_load_model=False, **kwargs)
             else:
                 states = self.driver.load(folder=folder, dataloader=dataloader, only_state_dict=only_state_dict, should_load_model=True, **kwargs)