First select the text including the link, don't click on it, just highlight it,
Go to the Inspector window, then select the icon named "link inspector", in my case is number 9 from left to right, uncheck "enable as hyperlink", voilá, the link is gone
Repeat as necesary, don't know if you can do this for all links at once