How do you turn the AirPods Pro off

Hello,

Your AirPods turn off when you put them into the charging case and close the cover:

AirPods Support

Good luck.

For the Air Pods, I assume then when you remove them and just set them on your desk or dresser they are still ON and using power?

Put them back in the case.