Put a plywood box over it. Paint it to match, and you’re done. You need access to it, but that doesn’t mean you can’t use it for light storage.

You could get creative with it - a nice wood veneer, or get some vinyl sheet flooring to put on the sides (wood grain, or some funky pattern.)