Rocky Tank is a reservoir located in Luna County, New Mexico. It appears on the Gage SW USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,749.87 feet (1,447.76 m) above sea level. The nearest populated place is Cedar Grove (historical), approximately 3.5 miles to the SE.