I wonder if it's the wrong screw, too. Don't they usually sit perfectly flush with the knob? This one looks like it's really seated deep inside the hole. If it's too short, that might be why it's falling out. I think I mixed up a face plate screw and a balance wheel screw once; they look almost the same, and fit into each other's holes, but the knob kept falling off until I realized my mistake.