For all of his successes as a pitcher, Leibrandt is best known for a series of post-season failures and suffering hard luck. In 1984, Leibrandt and the Royals faced elimination in the best-of-five American League Championship Series against the Detroit Tigers. Leibrandt threw a complete game three-hitter only to lose, 1–0, on a fielder's choice in the second inning.