If you indeed delete all the text it goes away. A workaround (if you want to replace the entire text) is to delete everything but the first few characters, then delete those at the end. The other, perhaps better, trick is to paste the link with the right text already prepared, using the markdown syntax for URLs, like this: [Some name for the link](PASTE YOUR URL HERE)