They injured several NCC cadets who were keeping a guard at the main gate of the college, police said.
One of the cadet Ashish, who was attacked with a sharp edged weapon and is seriously injured, has been admitted to a hospital.
The youths also pelted stones and broke window panes and damaged a building of the college.
Their forced entry created panic in the college with students, especially girls began worrying for their safety.