In 2010, police ordered the arrest of Rao on the basis of a speech that he made at a convention in Delhi, concerning the state of Kashmir. A First Information Report was registered against Rao, along with writer Arundhati Roy, professor S.A.R. Geelani, who was acquitted in the Parliament attack case, and several Kashmir University professors.