He also said it was tragic to see students caught in the vortex of violence and disquiet.
His comments come in the backdrop of the ongoing tussle between RSS-affiliate ABVP and Left-backed AISA supporters in the Delhi University and a raging debate over free speech and nationalism following recent tweets of one of the varsity's students Gurmehar Kaur.
"It is tragic to see them (students) caught in the vortex of violence and disquiet," Mukherjee said while delivering the sixth K S Rajamony Memorial Lecture here.
"These temples of learning must resound with creativity and free thinking," he said.
Mukherjee also cautioned against the exploitation of "fault lines" in the society, intolerance and attack on women.
He said there should be no room in the country for the "intolerant Indian" as this nation has been a bastion of free though, speech and expression since ancient times.
The society has always been characterised by the open contestation of diverse schools of thought and debate as well as discussion, the President said.
The views of Kaur, daughter of an army officer killed in action against militants, evoked sharp reaction from Union minister Kiren Rijiju who went on to ask, "who is polluting her mind".
Kaur was allegedly threatened with rape on her Facebook page and was mocked by sportspersons and celebrities who questioned her pacifist approach.
"Protection and safety of our women and children must be a nationwide priority. The acid test of any society is its attitude towards women and children. India should not fail this test," he said.
"When we brutalise a woman, we wound the soul of our civilisation. Not only does our Constitution guarantee equal rights to women but our culture and tradition also celebrate the feminine as divine," he said.
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