To ignore or deliberately overlook, especially with respect to something unpleasant or improper, to look the other way. To knowingly refuse to acknowledge something which you know to be real.
How often have the words skip (over) and turn a blind eye occurred in a corpus of books? (source: Google Ngram Viewer )