Gunners Point is a cape located in Cape May County, New Jersey. It appears on the Stone Harbor USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -2.97 feet (-0.91 m) above sea level. The nearest populated place is Bennys Landing, approximately 0.3 miles to the WNW.