Peep's father is Jaan and his mother is Ellu. His paternal grandparents were Andres and Mari; his maternal grandfather was Jüri and his maternal grandmother is Ann. He has three sisters named Anu, Madli and Mai. He had two half-brothers and three half-sisters, named Juhan, Hans, Eva, Ann and Margret.