In 1801, during the Battle of Copenhagen, Admiral Horatio Nelson deliberately held his telescope to his blind eye in order to not see the flag signal from the commander to stop the bombardment. He eventually won the engagement. To turn a blind eye means to ignore intentionally. More here.