In April 1966, Davis left the Raiders after being named AFL Commissioner, promoting assistant coach John Rauch to head coach.
Under Rauch, the Raiders matched their 1965 season's 8-5-1 record in 1966 but missed the playoffs, finishing second in the AFL West Division.