Thurston graduated from Vallejo High School in Vallejo, California. He was originally selected in by the Boston Red Sox in the 45th round (1,332nd overall) of the 1997 MLB draft, but did not sign with them and instead went to Sacramento City College, for which he delivered the game-winning hit to lead the Panthers to the 1999 state championship.
