Seriously, I would avoid any kind of tape that could mess up and lock the thing for good.
Most probably it is the end inside the shaft that is loose. Try to see if there is an end cap of some sort, try to remove it and replace by something a small bit larger, such as a plastic champagne "cork", sanded to the diameter.
