Is there the dark mode (inverted colors) in the 'Preview' Application for PDF reading?
I had the same problem so I wrote simple and free app for Mac to read PDFs in negative. App offers two negative modes (colour inversion and colour inversion with sepia).

It is called  Negative and it is free on the Mac App Store