Svendsen was eliminated in the first round by Seychelles' Michael Pillay on points (1-4) in the men's welterweight division (– 67kg). He was one of three boxers representing Denmark at the 1980 Summer Olympics, the others being Jesper Garnell (lightweight) and Michael Madsen (light heavyweight).