Yes, you will owe Federal and potentially State taxes. In fact, you actually owe those taxes right now, but because they're not withheld from your paycheck, you're responsible for paying them on your own either monthly or quarterly; if you don't you could owe a penalty when you file.
See here for paying estimated taxes:
https://www.irs.gov/businesses/small-businesses-self-employed/estimated-taxes
