 His first Olympic appearance was at the 1920 Antwerp Games when he was eliminated in the second round of the featherweight class after losing his fight to James Cater.At the Amsterdam Olympics in 1928, Nielsen tried to defend his Olympic title in the lightweight division but lost in the semifinal to the eventual gold medalist Carlo Orlandi.Nielsen also lost the bronze medal bout to Gunnar Berggren and thus finished fourth.