My brother is bi-polar (possibly aspergers) has always lived with my mom (who makes way too much money to have ever gotten assistance), my brother gets Food Stamps as well as somehow he got health insurance too. He got it all finally after one of his jail stints, while he was in the half way house... he has since maintained it.
He is 25 now, so I think it is possible, it might vary state to state perhaps.