It happened last Tuesday on Banstead Common in the open land between Cuddington Meadows and Banstead Downs Golf Club.
The suspect is described as white, with an Eastern European accent, five foot six, mostly bald with a reddish moustache, and in his fifties.
Police are asking for anyone with any information on this crime to contact 101.