Poor people do pay significant amounts of tax, just not "federal income tax". They do pay two other federal taxes on income (one is a fixed rate, the other actually decreases in rate at higher incomes). They also pay state and local taxes, which are usually much flatter than federal taxes and frequently the poor actually end up paying a larger portion of their income on state and local taxes.