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Sumit had jumped parole in a murder case registered at the Kanjhawla Police Station and was also wanted in another murder case lodged at the Alipur Police Station.
Police said he also allegedly murdered an active member of the Gogi gang in April after jumping parole.
Dreaded gangster Tillu Tajpuriya was beaten to death allegedly by members of rival gangs inside the Tihar Jail last year.