Gato Canyon is a valley located in Torrance County, New Mexico. It appears on the Santo Nino Canyon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,911.85 feet (1,801.93 m) above sea level. The nearest populated place is Derramadero, approximately 3.7 miles to the SE.