Kline Island is a island located in Oneida County, Wisconsin. It appears on the Hazelhurst USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,571.52 feet (479.00 m) above sea level. The nearest populated place is Minocqua, approximately 0.7 miles to the WNW.