Sipra Mitra was born on the 30th of March, 1930, the daughter of Abhaya Pada Chattopadhyay, an engineer working for the Indian Railways and Prabhasini Devi. Her childhood was spent at Katihar, Bihar and at the age of seven or eight, she came to Bengal and stayed at Kanchrapara, close to Calcutta.