The Bizarro spell affected Joker like everyone else. The difference was he was bizarre before the magic infected Earth.

With magic-wielders like Dr. Fate and Zatanna under Bizarro's curse, the hero is left with an unlikely partner — Bizarro Joker, who tells Superman it's his physical body that's weak to magic ...