How to Remove the Bezier Handle in Photoshop CS5

If you are like me, you have spent many frustrating hours working with Photoshop and the pen tool trying to figure out the same thing. How can you get rid of, delete, or otherwise remove the Bezier Handles attached to an anchor point?