"A" harp makes sense, but the very first note is an F#-- which he seems to play with a whole note draw on the 3 hole.
Right! So it is. Playing crossharp (the song is in E).
How to play a whole note draw on 3? Just bend a little more than a semitone (one semitone more). Lower your tongue more.