Agrawal is from Lakhanpur near Ambikapur, Surguja district, Chhattisgarh. He is the son of late Chandi Ram Agrawal. He passed Class 10 in 1983, the higher secondary schoolexamination conducted by Madhyamik Siksha Mandal, Bhopal. He and his wife run their own businesses.