Sassafras Island is a island located in Cape May County, New Jersey. It appears on the Cape May USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2.75 feet (0.84 m) above sea level. The nearest populated place is Sunset Beach, approximately 0.9 miles to the WSW.