Red Lake Canyon is a valley located in Otero County, New Mexico. It appears on the Deadman Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 6,204.82 feet (1,891.23 m) above sea level. The nearest populated place is Whitetail, approximately 12.8 miles to the W.