Comment 7 for bug 731363

By the way: as a workaround it is possible to set the background by overriding the gtk theme css by adding something like this to ~/.config/gtk-3.0/gtk.css:

AisleriotBoard, aisleriot-board {
    background-image: url('/home/seb/Pictures/aisleriot-background.jpg');
}