Did John the Baptist Know Jesus?

In this video, Dr. Pitre looks at John the Baptist’s statement in John 1: “I myself did not know him; but for this I came baptizing with water, that he might be revealed to Israel.” How did John the Baptist not know Jesus if they were cousins and Mary and Elizabeth knew each other?