Juhan's father was Märt and his mother is Liis. His paternal grandparents were Jüri and Eva; his maternal grandfather was Jüri and his maternal grandmother is Epp. He had four sisters named Eva, Els, Ann and Leenu. He has a half-brother and a half-sister, named Jaan and Mai.