Peeter's father is Jaan and his mother is Eva. His paternal grandfather is Henno and his paternal grandmother was Liis; his maternal grandparents are Toomas and Anu. He had two brothers and two sisters, named Villem, Evert, Eva and Mari. He has two half-brothers named Toomas and Hans.