The kind of things leveling mountains in fantasy settings generally have people worrying less about how their immovable rod stopped working and instead how to stop the gigantic magical disaster/world ending beast can be stopped before it does more than erase a mountain.
Nitpicking aside, I agree, if you must have it stationary relative to a specific thing, a mountain is a good place to start.