A movie where these parents keep their mutant/inbred children in the walls of their house?

There's a kid that breaks into the house because he hears of the family having gold coins and he intends to steal them in order to pay rent for his mom and their apartment in the inner city. he gets locked in the basement and he befriends a mutant named "Roach", and he helps him find the gold coins.