The Joker can change his skin color or dye his hair, but he can't change his laughter. In every disguise the Joker has taken, he makes sure to never laugh. He simply has no way to change it.
Well, it’s not his natural hair color. But Williams rocks green locks year-round. It would appear that the character resonates with Williams as he actually dressed as the Joker for last season ...