Rock Lake is a lake located in Pine County, Minnesota. It appears on the Pine City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 945.87 feet (288.30 m) above sea level. The nearest populated place is Pine City, approximately 2.4 miles to the NNE.