It’s like an Android mobile phone. If you press the power button quickly, it will sleep.
If you press and hold the power button for several seconds, it will then power off.
I had this same problem, when I started using the camera.
When you turn the power off, do you see the flashing red light?
I will put this into a short video and show you. It is easier to see the flashing lights in a video.