Panther Lake is a lake located in Sussex County, New Jersey. It appears on the Stanhope USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 766.30 feet (233.57 m) above sea level. The nearest populated place is Whitehall, approximately 0.3 miles to the SW.