It's the other way around. Putting zero, your employer will take more than if you put two. If you are interested, below is a 2016 table for withholding. Look for the Wage Bracket Method Tables for Income Tax Withholding in Chapter 17.
www.irs.gov/publications/p15/ar02.html
