Deep Lake is a lake located in Chaves County, New Mexico. It appears on the Sardine Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,908.31 feet (1,191.25 m) above sea level. The nearest populated place is Elkins, approximately 10.2 miles to the N.