Mike and John are correct, there shouldn't be any audio associated with this website. Since we don't have any ads or outside influences, your problem is likely on your end.
John has already mentioned AdAware by Lavasoft and SpyBot search & destroy, both are free, work well, and should probably be loaded on every PC running windows out there.
Don