John Watson is a hallucination/a ghost that only Sherlock can see.  People notice that he talks to thin air, but how is that any more bizarre than anything else he does?  And as time goes by, he starts to be...not more normal.  Maybe more accommodating of all of the people who aren't as brilliant as he is?