diff --git a/litellm/llms/azure.py b/litellm/llms/azure.py
index 999a443c0..834fcbea9 100644
--- a/litellm/llms/azure.py
+++ b/litellm/llms/azure.py
@@ -157,6 +157,7 @@ class AzureOpenAIConfig:
         optional_params: dict,
         model: str,
         api_version: str,  # Y-M-D-{optional}
+        drop_params,
     ) -> dict:
         supported_openai_params = self.get_supported_openai_params()
 
@@ -181,7 +182,11 @@ class AzureOpenAIConfig:
                         and api_version_day < "01"
                     )
                 ):
-                    if litellm.drop_params == False:
+                    if litellm.drop_params == True or (
+                        drop_params is not None and drop_params == True
+                    ):
+                        pass
+                    else:
                         raise UnsupportedParamsError(
                             status_code=400,
                             message=f"""Azure does not support 'tool_choice', for api_version={api_version}. Bump your API version to '2023-12-01-preview' or later. This parameter requires 'api_version="2023-12-01-preview"' or later. Azure API Reference: https://learn.microsoft.com/en-us/azure/ai-services/openai/reference#chat-completions""",
@@ -189,7 +194,11 @@ class AzureOpenAIConfig:
                 elif value == "required" and (
                     api_version_year == "2024" and api_version_month <= "05"
                 ):  ## check if tool_choice value is supported ##
-                    if litellm.drop_params == False:
+                    if litellm.drop_params == True or (
+                        drop_params is not None and drop_params == True
+                    ):
+                        pass
+                    else:
                         raise UnsupportedParamsError(
                             status_code=400,
                             message=f"Azure does not support '{value}' as a {param} param, for api_version={api_version}. To drop 'tool_choice=required' for calls with this Azure API version, set `litellm.drop_params=True` or for proxy:\n\n`litellm_settings:\n drop_params: true`\nAzure API Reference: https://learn.microsoft.com/en-us/azure/ai-services/openai/reference#chat-completions",
diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py
index 4aedaeb39..47c55ca4f 100644
--- a/litellm/tests/test_completion.py
+++ b/litellm/tests/test_completion.py
@@ -2160,6 +2160,7 @@ def test_completion_azure_key_completion_arg():
             model="azure/chatgpt-v-2",
             messages=messages,
             api_key=old_key,
+            logprobs=True,
             max_tokens=10,
         )
         print(f"response: {response}")
diff --git a/litellm/utils.py b/litellm/utils.py
index 32f7a938f..3bf07a9e7 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -6048,6 +6048,7 @@ def get_optional_params(
             optional_params=optional_params,
             model=model,
             api_version=api_version,  # type: ignore
+            drop_params=drop_params,
         )
     else:  # assume passing in params for text-completion openai
         supported_params = get_supported_openai_params(