Rock Spring is a spring located in Otero County, New Mexico. It appears on the Sabinata Flat USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,275.39 feet (1,607.94 m) above sea level. The nearest populated place is La Luz, approximately 3.6 miles to the SW.