diff --git a/src/bentoml/_internal/runner/runner_handle/remote.py b/src/bentoml/_internal/runner/runner_handle/remote.py
index 32a3dbdc5d..eeb1aa4b29 100644
--- a/src/bentoml/_internal/runner/runner_handle/remote.py
+++ b/src/bentoml/_internal/runner/runner_handle/remote.py
@@ -243,10 +243,9 @@ def run_method(
         return t.cast(
             "R",
             anyio.from_thread.run(
-                self.async_run_method,
+                functools.partial(self.async_run_method, **kwargs),
                 __bentoml_method,
                 *args,
-                **kwargs,
             ),
         )