The body of George McNaughton, 55, of Dalbeattie, was discovered in the water near the town’s bowling club on Thursday morning.
Police said inquiries into the death – which is being treated as “unexplained” – were ongoing.
Det Con Jack Service said they were keen to trace anyone who may have seen Mr McNaughton in the town on Tuesday after 5 pm.