There was a mob documentary on him that actually showed his profile, like a mug shot. He didn't appear to have much of a chin.

edit: Here it is, I found it...

Tommy Lucchese Profile

"For us, rubbin'out a Mustache was just like makin' way for a new building, like we was in the construction business."