My fiancee works at the welfare office in downtown Pittsburgh, PA. I literally just asked her and she said, “They can potentially get approved for medical assistance if it’s an emergency, but they’re not going to be able to get something like food stamps as an illegal immigrant.” Other states might be different, but that’s at least PA.