I started a new job this year. I never noticed until now the current employer is only taking out FICA taxes not Federal Taxes. How screwed am I?

My payroll department says I do not make enough money to have federal taxes taken out.  I cannot afford to pay in next tax season.  What can I do?  Or do I even have to pay in next season?