Green’s Dictionary of Slang

sad n.1

[abbr. SE sadist]

(US) one who leads a supposedly ‘degenerate’ sex life.

[US]M.C. Sharpe Chicago May (1929) 260: Sods, Fairies, Sads, Masocks—degenerates or sexual perverts according to the type.