Horváth was the oldest son of an Austro-Hungarian diplomat of Hungarian origin from Slavonia, Edmund (Ödön) Josef Horvát, and Maria Lulu Hermine (Prehnal) Horvát, who was from an Austro-Hungarian military family.
From 1908 he attended elementary school in Budapest and later the Rákóczianum, where he was educated in Hungarian.