Kleine, a seven-foot center, graduated from Slater High School in Slater, Missouri and originally enrolled to play basketball at the University of Notre Dame. After his freshman season, Kleine transferred to the University of Arkansas where he played alongside Alvin Robertson, who like Kleine would go on to a productive professional career.