Of course it's Mercury but even after I explain it to people and they understand the point, they keep saying that Venus is closest. Probably people are used to think about distance between stationary places so they look at the orbits, not to where planets are on their orbit.
By the way, that probably explains a lot of sci-fi movies where they have to go to Mars first, then Jupiter, then Saturn, then Neptune.