Only for those so poor that they aren't really paying any taxes. It's been estimated that if there were a flat tax that it would only need to be 10% of all corporate and personal income to be effective. Most working class folks pay well over that in the US.
I think "all corporate income" is doing some heavy lifting in that description. It would be a hell of a trick to pass a bill that made business expenses taxable.
