Create PDF from web page with stylesheet for print

I'm trying to generate a pdf from a website with nested pages. The website uses media queries to detect print, but unfortunately these are not being used when creating the pdf through Adobe Acrobat and I can't seem to find an option to enforce this.

Does anyone know if this is somehow possible? Or do I need to change the css somehow? 

The css for screen does not work nicely in a pdf format, which is why the print css is needed.