The duo, Pankaj Dabbas and Ajit Mota, are alleged to be involved in two murder cases and several cases of robbery.
During the encounter, Ajit was shot in the leg and has been admitted to a hospital.
This comes amid a nationwide lockdown in the wake of COVID-19.
( With inputs from ANI )