Screensaver changes based on what I'm watching (ex. YouTubeTV, Netflix, Amazon Prime)

I'm surprised you ever get the Aquatic screensaver when you pause a video.  In general, you'll get the "low resource" screensaver which is usually "Logo Rain". That's just the way it works.  There's nothing you can do about it.