A group of students were also allegedly locked by ABVP activists on the premises for over four hours.
Police officials claimed that a few policemen, including the SHO of Maurice Nagar police station, were roughed up during the protest.
A few journalists too alleged that they were attacked by police during the clash.
The clash broke out when a group of students and teachers tried to take out a march demanding action against ABVP for alleged vandalism and also disruption of a seminar yesterday.
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The college authorities decided to withdraw the invitation which irked a section of students and teachers who planned the protest march to Maurice Nagar police station demanding action against ABVP members for the "vandalism".
The ABVP members, however, did not allow the march to proceed and allegedly locked the students and teachers inside Ramjas College, while AISA members tried to barge inside the premises to "rescue the captives".
"Not only the ABVP completely disrupted the seminar, they are also abusing, beating women and even journalists. Why can't the police see such hooliganism? There is plenty police presence on campus but nobody from ABVP has been detained yet," alleged Shehla Rashid, who was formerly JNU Students' Union vice president.
She alleged that "police joined the ABVP goons in attacking me".
A senior police officer, however, told PTI, "A few students have been taken in a bus and will be dropped at Mandi House metro station. An FIR is being lodged on a complaint by the SHO of Maurice Nagar who was roughed up and sustained injuries among others during the clash."
College Principal Rajender Prasad said he is in discussion with the teachers who were organisers of the event and requested both the groups to not disrupt the peace and harmony in the college.