I was doing some work on the Fort Meade base a few years ago and used to drive back using Fort Meade Road. I remember it being pretty and rural.
Here's a map with the route through the USDA.
http://www.gmap-pedometer.com/?r=2920789
It's a pretty place to ride. Although you might want to avoid the compost testing facility on hot days.