Sometimes I visit a website and there's a tune playing, unasked and unlabelled. This site, for example

http://pybertra.free.fr/ceol/tunes.htm

Is there a way to shut such a tune off? It interferes with my hobby of collecting old music.

I can silence it by turning my speaker down, but can I make it go away completely?