Saudi Arabia has actually loosened up the rules re. tourist visas, though you'll almost certainly have to go on an organized tour. For example, I Googled Saudi Arabia cultural tour and this was one of the first search results. You might also look to museums and universities, as well a professional trade groups, all of which sometimes organize tours to KSA.