Rockville Lake is a lake located in Stearns County, Minnesota. It appears on the Rockville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,098.65 feet (334.87 m) above sea level. The nearest populated place is Pleasant Lake, approximately 1.4 miles to the NE.