Go to Edit>Preferences>Page display>Default layout and zoom. You can set it there.
I have tested this soulution.
The results of my tests:
1. When I load PDF file directly from my disk in most cases it works, but not always!
2. When I load PDF file with Reader via Internet Explorer in most cases it does not work!
Settings in the PDF file overwites settings in your preferences.