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The arrested was Jacob Varghese, pastor of Karuna Bhavan Orphanage at Pulluvazhy locality in Perumbavoor.
The Punjabi singer was sentenced in a 2003 human trafficking case.
The girl belongs to Valupara area of Angamoozhy in Pathanamthitta district.
They are currently being lodged in the rescue home of the Embassy. It will take a minimum of one month for authorities to send them back after completing all paperwork.
The police have not been able to nab Majeed (M K Gassali), the kingpin of the trafficking gang.
Ajumon told the Kerala Police that many people who had approached him for jobs abroad were aware that they would not receive permanent employment with the documents in their possession.
'Many women have been suffering for months together. It is sheer luck that I could escape and reach back home,' said the woman.
The two other women, who managed to escape from the clutches of the racket along with the complainant, have not filed a complaint with the police fearing retaliation from the mafia.
Majeed (Gasali) from Taliparamba, living abroad, is alleged to be the kingpin of the human trafficking racket as per the statement given to the Police by a woman from Kochi.