VERIFIED SOLUTION i
When changing the Paper Size to some of the available options in Page Setup does not save after closing and reopening the Page Setup dialog window.
This depends on the printer you have and what printing capabilities it has.
ResolutionUPDATED: March 24, 2017
This works as designed and is expected to happen if the printer does not support this option.