The swimmer famous for winning eight gold medals in a single Olympics is Michael Phelps. His remarkable performance occurred during the 2008 Beijing Olympics, where he set multiple world records. Phelps's achievements have solidified his status as one of the greatest swimmers in history, showcasing his versatility and dominance across a range of events.