 Thurston was born in Fremont, Nebraska, and graduated from John H. Francis Polytechnic High School.He played his first professional game on April 19, 1923, with the St. Louis Browns.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.