In 2012, Oliver was accused of placing a $10,000 bet on a rival horse, Miss Octopussy, to beat a horse he was riding, Europa Point, in the same race at Moonee Valley Racecourse on 1 October 2010.
On his return to race riding, Oliver immediately tasted success culminating in his Melbourne Cup winning ride.