The operatives of this banned outfit escaped from a jail in MP's Khandwa district in 2013 and police teams of multiple states have been looking for them since them.
They were also on the radar of the National Investigation Agency (NIA) in connection with their probe cases, they said.
A total of seven Students Islamic Movement of India (SIMI) cadres had escaped from the jail on October 1, 2013.
While one had surrendered the very next day of the jail break, another was caught from Madhya Pradesh the same year. The remaining five had been at large since then.
These men, led by their leader Faisal and an another prisoner, had made an audacious escape from the district jail in Khandwa after scaling a 14-foot wall.