Using New Outlook on Windows for personal email, calendar, and contact management
I followed the instructions provided by Shawn Fennell, but under the Reading Pane Options I did not have the option "Single click to open items" I clicked the option "Always preview messages". That is how I was able to turn off Single Click to Open Items and go back to double click to open an email.
Hope this helps.