Nielsen competed in the 1936 Summer Olympics in the 5000 m, but failed to qualify from the heats. He was eventually excluded from amateur sports for breaking amateur rules by receiving monetary prizes. His world record was broken by Finland's Gunnar Höckert, who ran 8:14.8 in September 1936.