If you just stand there, the thieves will kill you.
You're going to have to keep them from seeing you.
See anything about the height of a man?
You can hide from the thieves behind the rocks at the small oasis.
Observe how they open the door, then do the same, if you can.
Did you find a magic staff like theirs? You will need it.