Lower taxes can not always mean more taxes collected. If it did, we could simply reduce the tax rate to zero and have infinite taxes collected.

The idea that lowering taxes leads to increased collections is known as the "Laffer Curve." What some radical conservatives forget is that the curve has two sides.