 At the 1956 Summer Olympics in Melbourne, he won a bronze medal in bantamweight boxing.After a first round bye, Gilroy defeated Boris Stepanov of the Soviet Union by a third-round knockout.He then beat Mario Sitri of Italy on points, before losing to Wolfgang Behrendt of Germany on points.