Hello, yes, ADB WiFi needs the WiFi to be ON in order to work ;-)
But you don't need to be connected to Internet.
Previous QGO versions were able to work in some condition without even been connected to Wifi. But since v12 I had to update the way ADB Wifi works. The old way had many issues