I've always heard "blow". I remember I watched School Of Rock when I was younger and there's a scene where Jack Black is singing Immigrant Song, and he definitely says "blow", or at least from what I remember. So that could be why I've always heard "blow". And there seems to be more evidence leaning towards "blow" ^^