Rock Lake is a lake located in Torrance County, New Mexico. It appears on the Rock Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 6,919.73 feet (2,109.13 m) above sea level. The nearest populated place is Clines Corners, approximately 3.7 miles to the NNW.