That's only social security, there are many, many other programs. Illegal immigrants qualify for some of them, it depends on the state.

Have a look at http://en.wikipedia.org/wiki/Zeituni_Onyango

She ignored deportation orders and managed to receive subsidized housing and a disability pension. She's not unique.