It is simple to remove on-screen keyboard when you have Bluetooth keyboard.
To remove on-screen keyboard, follow 5 simple steps.
Go to "Settings"
Select "Language and Input"
Select "Default Samsung keyboard" under "Keyboards and input methods" section
Turn off "Use on-screen keyboard"
push "Setup input methods" button