Agashe was born in Mumbai to Dnyaneshwar Agashe and Rekha Gogte. Him and his siblings, Ashutosh Agashe and Sheetal Agashe, are the grandchildren of industrialist Chandrashekhar Agashe. He also has two children from a former marriage, including Adi Agashé.