Officers were called to Betfred in Burlington Street at about 7am after a member of staff found the man's body.
A Derbyshire police spokesman said: "There are no suspicious circumstances.
"A file is being prepared for the coroner."
The Derbyshire Times is in contact with the man's family. Keep checking back for updates on this developing story.