A Bangladeshi woman, who had also applied for an Indian passport, was also booked in connection with the case.
The three accused -- Mussa, his wife Heena and their son Shakil -- are absconding.
While Mussa and Shakil had got their Indian passports made six months ago using forged documents, Heena had applied for passport at the regional passport office here few days back.
All three had been living in Pasonda area in Shababad for past several months, police said.
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According to the police, Heena's neighbours told the team that the three were Bangladeshi nationals, following which they approached the passport office in this regard.
Officials of the passport department then scanned the details of Heena's address and found that her husband Mussa and son Shakeel had been issued Indian passports on the same address six months ago.
Heena had submitted the application along with fake copies of ration and Aadhar cards for getting an Indian passport.