Douglas Harper's Etymology Dictionary
gymno-
before vowels gymn-, word-forming element meaning "naked, stripped, bare," from comb. form of Greek gymnos "naked, unclad; bare, mere" (see naked).
Wiktionary
gymno-
pre. naked