The counsel for Kumar sought bail for his client on the ground that the investigation in the case was over and his custodial interrogation was no longer required.
Special Judge Poonam Chaudhry, after hearing arguments of the defence counsel and police, reserved for November 7 order on Kumar's bail plea.
The police also argued that the victim lived in the same constituency which Kumar represented and if he was released from jail, he might tamper with the evidence.
Kumar, who was arrested on September 3, is currently in judicial custody since then.
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The court had earlier allowed his plea to be produced through video conferencing till filing of the charge sheet as he apprehended threat to life from his political opponents and other miscreants during transportation from jail to court.
Kumar was arrested after a woman had lodged a complaint at the Sultanpuri police station in North Delhi alleging sexual harassment by the former Social Welfare and Women and Child Development minister, following which a case was filed. The woman had allegedly figured in an objectionable video with him.
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