There are several tricks you can turn to when you want to remove a stuck light fitting. You can add a little heat to release the stuck screw or use petroleum jelly for easier removal. Another proven method is to attach duct tape flaps to the cover and gently pull.
Be careful when forcing it open or off. You could risk breaking the glass.