Why does Odysseus blind instead of kill the cyclops when he has a chance?

The cyclops (Polyphemus) has Odysseus and his men trapped in a cave. There is a large stone covering the entrance to the cave that is too big for Odysseus and his men to move. If he kills the cyclops, they will not be able to get out of the cave.