The Museum of Art served as my get-away during college, as it's just steps from Case's library. It's a beautiful building and has a wonderful collection, not to mention attracting all the major exhibitions. And best of all- it's FREE and accessible to the public.
Amazing that this place exists (and thrives) just blocks from some really seedy neighborhoods.