I was getting a blank page and 200 for everything.
After adding the following line as suggested on StackOverflow somewhere I got it to work:
fastcgi_param SCRIPT_FILENAME $document_root/$fastcgi_script_name
Not sure if this is necessary for all versions, but maybe add a hint?