Leuliet was born in Richebourg-l'Avoué. He was ordained to the priesthood on 8 July 1933, in the Roman Catholic Diocese of Arras. He was appointed Bishop of Amiens on 14 February 1963 and received his episcopal consecration on 9 May 1963.