After graduating from the Maxence Van Der Meersch High School in Roubaix, Arnault was admitted to École Polytechnique, from which he graduated with an Engineering degree in 1971.
His father, Jean Leon Arnault, a graduate of École Centrale Paris, was a manufacturer and the owner of the civil engineering company, Ferret-Savinel.