The Doctor had, more or less, accepted the theoretical existence of other Time Lords. Facing one in actuality was another matter, but it did mean that once he got to the door, he wasn't waiting to knock and get an answer. He was just opening the door and going straight in, before he ended up not going anywhere near.
Not wasting time on small talk, either. "Are you still hearing the drums?"