Down the left-hand menu, click on the circle with the three dots in it.
In the menu that pops up, click on Settings and privacy.
Then click on Accessibility, display and languages.
Then click on Data usage.
In the next window, click on Autoplay.
In the Autoplay window, it's probably set On cellular or Wi-Fi, click on the button for Never.
No more auto-play on Twitter.