Deep Lake is a lake located in Desha County, Arkansas. It appears on the Lake Cheatham USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 136.75 feet (41.68 m) above sea level. The nearest populated place is Prentiss (historical), approximately 3.6 miles to the SE.