KINGDOM COME shows that if someone finally offed the Joker, society would support him. But that story showed it would inspire "newer" superheroes to start offing their enemies, as yaseen101 said on the "Damien and Jason like decapitating bad guys" post.
Maybe they could have him killed in private, and then get rid of the body.