Joker knows tricks that no one else does. Probably knows how to get beyond the outside of reality as well. I imagine that Harley was their way of seeing a happy life with someone like them. Crazy together.
While watching the animated series I soon learn that the relationship is very abusive and that Joker never really cared about Harley which sums everything up.