Sinha is married to Kapil Hari Paranjape, who is a professor of mathematics at the Indian Institute of Science Education and Research, Mohali. Her maternal grandfather was Dr. Prabodh Chandra Bagchi, formerly the Vice-Chancellor of Viswa Bharati University and historian.