1590s, "of or pertaining to Scholastic theologians" (Churchmen in the Middle Ages whose theology and philosophy was based on Church Fathers and Aristotle), from Middle French scholastique, from Latin scholasticus "learned," from Greek skholastikos "studious, learned" (see school (n.1)). Meaning "pertaining to schools or to school education" is from 1640s.