It's almost certainly military in nature. The fenced in area is pretty big, there are guard towers at the four corners, and there are lots of hangars and parking space but few airplanes. They certainly don't want people to see what is going on inside of the fence. The airport is a commercial facility so this is probably the secure, government controlled bit.