Tsuboi drove in the GT300 class of the Japanese Super GT Series from 2017 to 2018. He made his debut for JMS P.mu LM Corsa, driving a Lexus RC F GT3. He finished third in the 2017 GT300 standings, winning the Fuji 500km and the overseas race at Chang International Circuit.