You can ask Siri to turn off voice over and all is well.
Right down the bottom of Settings > Accessibility.
Edit: you can also enable screen curtain in iOS (and watchOS!), which means your phone can operate with the screen completely off when in VoiceOver.
Good for privacy / battery!
You can ask Siri to turn off voice over and all is well.