Just one hour South of Dubai you will find the Dubai Desert Conservation Reserve. This reserve was created to preserve some of Dubai's natural wonders. (and they didn't find any oil, so what else to do with a desert?)
The cool thing about this reserve is that there is a luxury hotel in the midst of it: The Al Maha Luxury Collection Resort & Spa.