I have lost the sound many times just as you described it. But, putting the game on pause with "F" key and resuming it immediately afterwards, always brought the sound back for me.

I'd like to close by quoting Bellegar's famous last rhyme:

"Cursed be the mother that bred thee!
The wench must have been a hell-spawned banshee!"