What bothers me in some songs is an overdone solo. Whether it's a guitar or other instrument, there's a fine line between beautiful and annoying. I find it rather hard to explain...
And what ruins a song for me...is finding out that some pop band is going to cover it, or "sample" the bassline from it. Oh well...