In Munchkin, can a thief steal at level 1?
The Official Munchkin FAQ says Yes.


  Q. What happens to a Level 1 Thief who fails an attempt to steal? Does
  he die? 
  
  A. Nothing happens to him. You can't go below Level 1. (Beware
  the Level 1 Thief – he literally has nothing to lose!)