Catwoman was supposed to rob the Wayne fortune and become Gotham’s most powerful criminal banker. And Joker? Well, his job was simple: he would be the one who killed Batman and Robin.

Arthur might have planted the seed for Gotham's legendary villain, but it turns out that he wasn't the Joker at all. This was always the intention of Todd Phillips, going back to the first movie too.