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 6,676.51 feet (2,035.00 m) above sea level. The nearest populated place is Pescado, approximately 3.0 miles to the ESE.