About the area. Rockville gets its name from the surrounding areas which are covered with rocks. Rockville popularly called the town of Vernon is not known for golf courses. It is home to a lot of wealthy people in the state and is a small town which keeps to itself. The Hockanum River passes through Rockville and also causes some waterfalls here because if the high rocks.