West Point is a city in Hardin County, Kentucky, United States, near the edge of Fort Knox military reservation on Dixie Highway. It is located in a former meander bend of the Ohio River. The population was 1,100 at the 2000 census. West Point is part of the Elizabethtown, Kentucky Metropolitan Statistical Area