Norfolk Police said officers were sent to The Warren in Cromer at 19:18 BST on Monday, having been alerted by the East of England Ambulance Service.
The couple were found unresponsive.
Det Insp Chris Burgess said: “We believe that those involved are known to one another and we are not currently seeking anyone else in relation to this investigation.”
A police cordon was put in place and Det Insp Burgess added that “detectives will carry out further inquiries to establish the full circumstances leading up to this incident”.