To change a link:
Right click the link, and select Edit link (Rediger lenke) from the menu. The Link dialogue opens, and you can enter a new URL to link to.
To remove a link and keep the link text:
Select the link, and click the button for removing links (next to the link button). The text is left unhanged, but it is no longer linked to anything.