noun describing a blind person.

can also be used as an adjective...dumb-eyed

Phrase was said in season 2 of Strangers With Candy (ep. Behind Blank Eyes) and was said by Jerri's younger half-brother Derek to Alan, the blind kid.
Alan, the blind boy: "Hi Derek."
Derek: "Shut Up, Dumb Eyes!"
by A to the P January 10, 2007
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