Pull out on the little handle and adjust it to a position that will let you lock it down. If it wont pull out (aka not spring loaded) loosen the screw and adjust it that way.
Yes, I actually just discovered this. A little disappointed, as one has to reach under the camera body, pull it out, turn it, and repeat again until tightened...not good for times when you are in a hurry to grab a shot.