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Tournament officials confirmed Norman was suffering from suspected food poisoning.
Making a rare tournament appearance, the 57-year-old former world No.1 made two bogeys before withdrawing from the tournament.
Norman had told reporters yesterday he was in very good shape and was going out to play a game of tennis on the tournament eve at the Coolum resort.