According to Rule 2.0 of the MLB rulebook, a strike is a legal pitch when so called by the umpire which
(e) touches the batter as he strikes at it.
(First link below - scroll down to definition of strike)
having found that. we need to see what happens to the ball. For that, we need to refer to...