Quoted from Nokoro:This is a common problem. With the bulb in, put a dab of hot glue on the bottom of where the bulb meets the saucer.
or a small dab of silicone rubber where the bulb meets the saucer works well too. I like the silicone rubber b/c it's easier to remove, IMHO, if you need to