Rice Canyon is a valley located in Otero County, New Mexico. It appears on the Sacramento Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 8,518.52 feet (2,596.44 m) above sea level. The nearest populated place is Marcia, approximately 0.9 miles to the E.