Coal Mine Canyon is a valley located in McKinley County, New Mexico. It appears on the Horsehead Canyon NW USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 6,684.19 feet (2,037.34 m) above sea level. The nearest populated place is Lower Nutria, approximately 6.4 miles to the NE.