Hi - I finally got it done from Fingerprint Bureau Mumbai (Which is a division of CID) for Qatar PCC.
Fingerprint Bureau Mumbai
2nd Floor, European Bunglow, Dr. Dadabhai Naroji Road, Opp. Mata Ramabai Ambedkar Marg Police Station, Mumbai, Maharashtra 400001
They officially charged me 500 Rs...