Andrew McKie, 53, had last been seen leaving his home in Kirkland Place at about 11:30 on Monday.
Members of the public had been asked to check outbuildings in the Calside and Georgetown area.
Police confirmed on Wednesday afternoon that he had been found.
A Dumfries man has been traced safe and well after a search operation involving a mountain rescue team and police dogs.