bizarro world

Bizarro world is a situation or environment where normal logic seems reversed or inverted—where things work opposite to how they should.

The phrase comes from Superman comics, where Bizarro was a flawed duplicate who inhabited a cube-shaped planet where ugly meant beautiful and bad meant good.

Now used broadly for any context that defies common sense: It's like bizarro world—they reward failure and punish success.