On 5 January 2020, Ghosh was admitted to AIIMS Delhi hospital after suffering a head injury during the attack on the campus perpetrated by the Akhil Bharatya Vidyarthi Parishad, a hindu nationalist organisation affiliated to the Bharatiya Janata Party.