Using the chuck key, you'll be able to remove stuck drill bits that you couldn't free with your bare hands.
Locate one of the indents in the side of the chuck. Line up the chuck key with this hole and the teeth right below it.
Turn the chuck key counter-clockwise.
Pull the drill bit free as the jaws loosen.