Yes, you can turn off the sound of messages, and the instructions about what to do depend on your browser settings for the website.
For Chrome:
Click on the lock icon next to the HTTPS link to the website in the browser.
For Firefox:
Please follow the steps here.
And if you don't see the loudspeaker referred, then try to install this addon