Try looking at the moon when it's lower in the eastern sky, then later the same night have a look again when it's on it's way down in the west.
Same moon, same night - but what was "up" to you before is now "down" and vice versa. From your viewpoint it's like the moon has done a 180° mirror flip - so it's very hard to say which way around looks right.
