@joyful_noise: Hello there,
Autoplay only works when enable sound option is turned off.
So,
Go to => Appearance => Customize => Header Media => Uncheck the option Check to enable Sound and Publish.
This should enable autoplay on all devices.
Let me know if this works out!
Kind Regards,
Skandha