Officers are appealing for witnesses to the incident at Walton Heath Club on Saturday afternoon.
Two men were spotted riding the bikes across the course at around 3:30pm.
Similar damage has also been reported at Thames Ditton and Esher Golf Club and enquiries there are ongoing.