Question: what happens if no federal taxes are taken out of my paycheck?
Answer: Your employer might have just made a mistake. If your employer didn't withhold the correct amount of federal tax, contact your employer to have the correct amount withheld for the future. When you file your return, you'll owe the amounts your employer should have withheld during the year as unpaid taxes.