I was having this problem, and found that the combo box on the top right side of the Graphical Layout screen was empty. If I selected a version of Android in this combo box, the layout would show up.
This seems to be caused, at least for me, by selecting a Google APIs Project Build Target rather than one of the Android X.X ones. This setting is in Properties->Android.