The problem was SSL. SSL had been enabled for the site as such. But in the configuration table PS_SSL_ENABLED still had value 0. There was also a variable $useSSL that had to be set to 1.
Without that the site tried to load its css files over htpp and the browser refused that. Result: a page without styling.