I want to turn off the noise safari makes when getting to a website.

I use my computer a lot at night so I have all the sounds turned way down..headphones are not an option. When Safari open a website it makes a loud bell to be noise that I do not seem to be able to control. How can I turn this off. I am using a MacBook with Yosemite.