Rathbun Canyon is a valley located in Colfax County, New Mexico. It appears on the Yankee USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 7,317.29 feet (2,230.31 m) above sea level. The nearest populated place is Yankee, approximately 4.0 miles to the W.