I innocently added an image to Resources/Drawable. The problem was, I had a dash in the file name (filter-applied.png). The resource packaging didn't like this resulting in the following build error:
The file "obj\Debug\android\bin\packaged_resources" does not exist.
Removing the dash and removing, ore replacing with an underscore fixed the problem.