When I read the title of the thread, I thought "not another LE, this time for the Queen!!"
Having seen the picture, could be an AD visit or some Loctite threadlock, depending on how steady your hand is.
Had the same issue on an old Seiko 5, as it cost 'nothing' I gave it the Loctite treatment, worked fine ever since