Rough Canyon is a valley located in Otero County, New Mexico. It appears on the La Paloma Canyon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,110.76 feet (1,557.76 m) above sea level. The nearest populated place is Queen, approximately 10.7 miles to the ENE.