There have been a number of studies done that demonstrate that a consumption tax (which is effectively what this is) is considered to be regressive because they disproportionately affect poor people.
I'm all for simplifying the tax code (e.g. eliminating many deductions) as long as we also eliminate loopholes that rich people often use to avoid paying taxes on their income.