Cave Lake is a lake located in Eddy County, New Mexico. It appears on the Diamond Mound USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,560.36 feet (1,085.20 m) above sea level. The nearest populated place is Riverside, approximately 9.6 miles to the SW.