The burden of proof is still on the Christian, Muslim, Buddhist or whatever.
For practical purposes, nobody asks "How do you know for a fact that there are no unicorns?"
The same thing applies to little grey men, ghosts and fairies.
And I am not joking when I say that people are in earnest...