Some perspective on that from the Heritage Foundation.

Contrary to the claims of poverty advocates, the major dietary problem facing poor Americans is too much, not too little, food. Public policies should be directed toward encouraging the poor to avoid chronic over-consumption, exercise more, and reduce intake of foods rich in fat and added sugar.