I have a Samsung Note 3. I went to Settings->Accessibility->Services. My TalkBack was turned off and I was still getting the feedback from the browser. So I opened the setting in TalkBack under Other Settings I unchecked Sound feedback and that solved my problem.
Facebook
Twitter
Instagram