Cave Point is a cape located in Ulster County, New York. It appears on the Hyde Park USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 39.37 feet (12.00 m) above sea level. The nearest populated place is Staatsburg, approximately 1.2 miles to the ESE.