This is what happened after I rendered a scene and minimized the output window. I have to close blender and reopen it.
http://img218.imageshack.us/img218/4273/blender7mu.jpg
I found a solution: start GIMP before I start Blender.
It’s strange and I don’t know how this works, but this will solve the erratice blender display problem and everything will display normally in blender.