Litchi is supposed to connect to the controller, not the drone.
The controller connects to the drone.
Post a screenshot for each device.
All these do not require a connection to the controller (drone).
The most common factor is USB related:
-Faulty USB cable
-Faulty USB connector on controller and/or phone
-Dirty USB connector (accumulated dust and/or lint).