Chatterjee played for Mohun Bagan for 15 consecutive years from 1986 to 2000.
The holder of an AFC "C" coaching licence holder, Chatterjee has worked as an assistant coach to Carlos Pereira, Karim Bencherifa and Amal Dutta.