Probably what's happening is that the text browser is attempting navigate to the href specified in the anchor. But since the href is empty, it just shows a blank page.
If you want to stop automatic link navigation, try this:
self.textBrowser.setOpenLinks(False)
(NB: the anchorClicked signal will still be sent when the link is clicked).