I use a Nikon D80,- and NEWER take the lens off unless it's necessary!! Dust is a camera's worst enemy, - and you don't want to give dust a chance to get inside the housing, unless you have to.
So my advice would be: Store it WITH the lens on, and only take it off to attach another (different) lens.