Vivekenanda Institute of Professional Studies, a college affiliated to IP university, has posted the instructions on its notice board, students said while slamming the move.
However, a senior college official has said that she was not aware of the issuance of any such circular.
"Short pants and short dresses are barred in the campus except for special functions. Wearing of sleeveless dresses is barred in the campus," says the purported notice, a copy of which has been posted on social media.
BJP leader SC Vats is the Chairman of the college situated in Pitampura. He was in the news last month when a teacher of the same college registered an FIR against him for allegedly sexually assaulting her.
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Students have expressed strong criticism of the move and questioned the drawing up of such guidelines.
Another student said, "If any student is indulging in any inappropriate behaviour, the college authorities have the right to warn him or penalise him/her. But is really wearing a sleeveless dress an 'inappropriate behaviour' and can even lead to dismissal? What century are we living in?"
However, Dr Charu Lata, Director of the college's Mass Communication Department, said she had not seen any such notice.
The college offers courses in Law, Journalism and Information Technology to over 3,000 students.