Haha, I'm pathetic. Usually I turn to "totally in denial" behaviour. Often I listen to new songs with a friend or my bf, and if it sounds, let's say, less than expected, I go:
"Uh, oh...well...it has potential. It's special. I think it's very nice." And then I quickly shut down winamp/Itunes/Spotify.