In the 2020–21 I-League season, which was their second I-League season, TRAU finished at the 3rd position with 26 points. Bidyashagar Singh with 12 goals in 15 matches emerged as the top scorer and became the fourth Indian player to win the Golden boot.I-League 2020–21 season statistics . i-league.org. Retrieved 27 March 2021. TRAU achieved ninth place in 2021–22 I-League. In 2022–23 I-League, the club finished on fourth position. In April 2023, they failed to qualify for 2023 Indian Super Cup.
