What do I do if the draw pile is empty?
You reshuffle the discards to form a new draw pile.

This is specifically stated in the rules (page 2, at the end of the section GOING OUT):


  If no one is out of cards by the time the DRAW pile is depleted, reshuffle the DISCARD pile and continue play.