Emergency services were called to the River Nith in the town at about 14:00 on Tuesday.
A spokesman for Police Scotland said: "Around 2pm on Tuesday July 25 2017, a body was recovered from the River Nith near to East Riverside Drive in Dumfries.
"Inquiries are at an early stage."
A body has been pulled out of a river in Dumfries.