This is a false narrative. The poor pay plenty in taxes and fees.

Between sales tax, worker payroll, SS, medicare, and various mandated fees from health insurance to car insurance to additional transportation taxes and tolls, and a million other fees and restrictions, the poor stay poor in part because of perverse government requirements.