When you view the Video Widget settings, you should see the Autoplay and Related Videos options available to turn On or Off. Choose your settings then click DONE.
Don't forget to click Save to apply these changes.
The availability of these features will depend on the site hosting your video. E.g. not all sites have Related Videos