There is always a gray circle on the desktop of Xiaomi's mobile phone. How to turn it off?

That's a click display. Go to Settings → My Device → All Parameters → Click the MIUI version line until it appears that it has entered the developer mode → Return to the main settings interface → More settings → Developer options → Close the "Display Click Operation Feedback". Finally, slide to the top and turn off the developer options.