Rice 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 6,957.35 feet (2,120.60 m) above sea level. The nearest populated place is Brilliant, approximately 4.9 miles to the NE.