If I accept any answer which got down votes, does my reputation goes down also? Or is there no change?
Or still the same way by getting 2 points for accepting it?
You get 2 points from accepting an answer (unless it's your own answer of course) regardless of the score the answer has.
Though it does seem odd to be accepting a negatively scored answer.