Arriving at Pearl Harbor on 30 April 1957, Whitehurst underwent four weeks of upkeep and repairs before beginning six weeks of duty with 20th Century Fox during the filming of the World War II adventure film The Enemy Below.
Upon completion of filming, Whitehurst operated off Oahu until late in September, when she was ordered to Seattle, Washington, for duty as training ship with the 13th Naval District.