Rock Lake is a lake located in Guadalupe County, New Mexico. It appears on the Santa Rosa USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,592.19 feet (1,399.70 m) above sea level. The nearest populated place is Santa Rosa, approximately 2.3 miles to the NNW.