They also displayed a banner that read "Li Keqiang, Tibet will be free".
The three students were detained by police.
Several roads were blocked and Metro stations shut in view of Li's visit to New Delhi. He came Sunday and leaves Tuesday for Mumbai.
There have been no major incidents of protest by Tibetans during the visit.