Leopold was born in the town of California, Moniteau County in 1887, the second youngest of seven, to Hermann and Emma Tweihaus Seyffert.
Starting in 1906 until 1913 he studied at the Academy with Thomas Pollock Anschutz, William Merritt Chase, Cecilia Beaux and Hugh H. Breckenridge.