E. Cobham Brewer 18101897. Dictionary of Phrase and Fable. 1898.
Go it Blind.
Dont stop to deliberate. In the game called Poker, if a player chooses to go it blind, he doubles the ante before looking at his cards. If the other players refuse to see his blind, he wins the ante.