You can't have a burden of proof if something by the definition of what it is can't ever be proved. If God isn't physical then it isn't something you can see, there's nothing physically there to study or demonstrate. The burden of proof will only apply in matters of science not faith.
Come all ye faithful joyful and triumphant.