 On August 22, 1923, Thurston struck out three batters on nine pitches in the 12th inning of a 3–2 loss to the Philadelphia Athletics.He became the second American League pitcher and the sixth pitcher in major league history to accomplish the "immaculate inning".He is also the first pitcher to achieve the feat in extra innings.