The "Reader View" available in at least Firefox and Safari fixed this for me.
The icon sometimes doesn't appear in the address bar though (apparently because Firefox is unable to identify where the text content is in the page.)
I've also found the extension - Open in Reader View [1] to be useful for those situations.
[1] http://firefox.add0n.com/reader-view.html - Firefox, Chrome and Opera
https://chrome.google.com/webstore/detail/high-contrast/djcf...