1590s, "one who is expert in gymnastics," a back-formation from gymnastic. Greek gymnastes was "a trainer of professional athletes."
*gwou-
gybe
gym
gymkhana
gymnasium
gymnast
gymnastic
gymnastics
gymno-
gymnosophist
gymnosperm