by 1921, U.S. college student slang, from blind (adj.) + date (n.3). Earliest attested use is in reference to the person; of the event by 1925.
she never goes on blind dates
blighter
Blighty
blimey
blimp
blind
blind date
blind side
blind spot
blinded
blinder
blindfold