Seems to have started to work on it own accord. I went to the feed and ran it a few times, so maybe that did it. But when I went back to the Twitter Feed widget I could select the feed and it worked.
I notice that the template is set to "Twitter Feed" but there isn't the usual "edit template.." button. Is there a way to edit the template?