Is there anything wrong with your tape dispenser? Because if there is, you have an excellent reason to try out this circular approach by the Japanese brand METAPHYS. Not only does the case allow you to hold the dispenser firmly in your hand, but it also lends itself to easily hang on a hook. Less desktop clutter = excellent.
Available from Leibal.