Is it possible to remove the line separator between pages of Single Page Scrolling View mode?

I have a 30 page pdf with no margins (1 continuous page) but between the pages is a dotted line separator that sometimes goes right through a sentence!

There must be a feature to hide something so bothersome (I hope). Does anyone know the method to do this?