I think the whole white face thing was just an accident. More or less an afterthought. "Oh, it looks like he's been portrayed in White Face". Whether it was Caesar Romero, Jack Nicholson or Heath Ledger, they were all The Joker, and all had makeup!

Not saying it's in good taste!