We saw the second one in 24fps 2d (we mostly avoid 3D because we rarely care enough about it to pay extra, but it was the only way to see the first one in 48fps) because we both hated the first one's presentation so much, so I don't know whether we'd have experienced it in that one.
I've never had the same impression from TV or home movies which is 50/60 fps.
I for one, don't like that kind of high frame rate motion -- it looks as fake as bad CGI graphics.
I saw all the Hobbit movies in 24fps, and—especially (at least, this is where it first really stuck firmly I in my mind as wrong) in the underground scenes in the first, but also in parts of the other two—had a similar impression.
I think it had to do with some other element of cinematography particular to that film series, though it's quite plausible that 48fps exacerbated it.