I have accidentally discovered the reason for this problem. When I start PI by loading Warren's PI Icons or even load those icons after starting, the problem appears. If I don't load Warren's PI Icons, then the problem is not there.
I deleted Warren's icons and recreated them from scratch and the problem is gone.