Mussolini was an asset for the Allies, when the Nazis had to bail him out of the Balkans, it cost the Nazis valuable time in launching Operation Barbarossa. They may have reached Moscow before the Winter, had they launched it on time.
Yeah unlike the Japanese who pulled their weight, Mussolini didn’t that much, he was a drain upon the Axis powers and it showed.