This happens only when I get a call. If someone calls me there is absolutely no sound at all. No "someone is calling me" sound. If I call someone I do hear the sound of calling (The cool skype calling sound). I went to the sound configuration in Skype and the Make a test sound button did not "MAKE" a sound.
Am using 126.96.36.199 from Software Center.