I found out what my problem was. I tried hovering over the menu bar area and the menu bar finally showed up. This allowed me to go to Preview's View where I could click on Cancel Full Screen. Somehow I must have tapped Command F to cause it to go to full screen. I use Command D a lot and must have hit the F instead of the D.