Knee Deep is a reservoir located in Eddy County, New Mexico. It appears on the Pickett Hill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,901.81 feet (1,798.87 m) above sea level. The nearest populated place is Queen, approximately 1.6 miles to the ENE.