Officers were called to an address in the town's King Street at about 08:00 on Sunday.
The street was subsequently cordoned off as police continued their investigations.
Officers have appealed for any witnesses to the incident to get in touch with them. No further details of the incident have been made public.
The death of a man in Peterhead is being treated as suspicious by police.