Pawar is one of ten children born to Govindrao Pawar, who was employed in the Baramati Farmers' Cooperative (Sahakari Kharedi Vikri Sangh), and Shardabai Pawar, who looked after the family farm at Katewadi, ten kilometres from Baramati.
Pawar is married to Pratibha (née Shinde).