Hi Harm,
With some help of your colleague Mark, we found out that I forgot to add the 19.1 HTTP Modules to IIS.
I would 've expected that the installer does this, but perhaps it didn't because the 'Default Web Site' in IIS was disabled.
Thanks.
Edit: We thought it was solved, but the error still pops up.....
Opening WebServiceDispatcher.wso works fine.