We were there a number of years ago without an RV but remember signs offering dry camping on the road to the Visitor Center or in the vicinity. Can't find any references on the common review sites. Ha...
If you don't mind spending a few bucks there is a small campground about 40 miles from Monument called Sand Island. Its very nice, but get there early as it does fill up.