Yes. You control both abilities, so you will be the player who draws each time.
February 7, 2015 12:46 p.m.
Yes, and exactly the way you described it.
After the first ability resolves, Humble Defector won't be under your control anymore, but because abilities exist independent of their source, you will get to draw the second set of cards.