diff --git a/libs/community/langchain_community/chat_models/litellm.py b/libs/community/langchain_community/chat_models/litellm.py
index 3788b911ff3..cb26cf77395 100644
--- a/libs/community/langchain_community/chat_models/litellm.py
+++ b/libs/community/langchain_community/chat_models/litellm.py
@@ -83,10 +83,14 @@ def _convert_dict_to_message(_dict: Mapping[str, Any]) -> BaseMessage:
         # Fix for azure
         # Also OpenAI returns None for tool invocations
         content = _dict.get("content", "") or ""
+
+        additional_kwargs = {}
         if _dict.get("function_call"):
-            additional_kwargs = {"function_call": dict(_dict["function_call"])}
-        else:
-            additional_kwargs = {}
+            additional_kwargs["function_call"] = dict(_dict["function_call"])
+
+        if _dict.get("tool_calls"):
+            additional_kwargs["tool_calls"] = _dict["tool_calls"]
+
         return AIMessage(content=content, additional_kwargs=additional_kwargs)
     elif role == "system":
         return SystemMessage(content=_dict["content"])