I had the same issue and here is the resolution
the actual mp3 file needs to be in "bin>debug>.net (whatever version)"
and modify the path as "axWindowsMediaPlayer1.URL = System.IO.Path.Combine(Application.StartupPath, "yourmusic.mp3");"