Adobe Reader and previous versions of Acrobat DC had a Single Page view feature in which the mousewheel and arrow keys turned the document page instead of scrolling.

To restore it in newer versions of the above, click the highlighted icon shown below at the bottom of the right side panel of the Adobe application window and ensure you have the same options checked:

Specifically, check Singe-page view and Fit height and uncheck Enable scrolling.