Rex Canyon is a valley located in Colfax County, New Mexico. It appears on the Tin Pan Canyon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 7,474.13 feet (2,278.11 m) above sea level. The nearest populated place is Brilliant, approximately 2.4 miles to the SSW.