Plaatje was born in Doornfontein near Boshof, Orange Free State (now Free State Province, South Africa), the sixth of eight sons.
Plaatje naceu preto de Boshof no Estado Libre de Orange (agora Estado Libre, Suráfrica), o sexto de oito fillos.