Original: It was named in honor of P-47 pilot 1st Lieutenant William Harrell Nellis, who was killed in WWII during the Battle of the Bulge.
Simplified: The base is named for William Harrell Nellis, a Las Vegas resident and P-47 pilot who died in action during the Battle of the Bulge in World War II.