In most areas of science bad ideas don't disappear, it is just that those who support them die and ideas with some evidentiary support become the new norm.
After the response to the 70's oil shocks economists knew that austerity didn't work. Unfortunately measures that are known to work are a political minefield, so those "economists" who don't support it get a lot of support from politicians who don't support it either.
In some ways it is similar to evolution or climate change. You can find "scientists" who deny them both. Economics is worse though, because it is so closely tied to politics.
Incidentally, Krugman has been writing about Iceland since 2010[1].
[1] http://krugman.blogs.nytimes.com/2010/06/30/the-icelandic-po...