When a change of wallpaper doesn't stick, open ~/<you>/.config/pcmanfm and delete the files there. Don't delete the folder named default. Open it and delete the pcmanfm.conf and main.lxde files there. Do not delete the desktop-items-0.conf file. Set your wallpaper. Log out. Log in. You should be able to change wallpapers now and have the change stick.