That about sums it up right there.
Belief is a psychologial attitude towards a claim.
Atheism is a sort of psychological preference for SIMPLER things to be in the role of causes. It simply rebels against what Daniel Dennett calls a "skyhook". Dawkins pretty much straight up admits this in his books when he says he would be fine with an explanation from simple origins.
Also, we want to apply the same rules we have been applying. Dawkins' Ultimate Boeing 747 argument for example, or Occam's Razor.
But as we can see from eg quantum mechanics, our rules for understanding are only useful in a certain context, that includes our observational starting point. We really don't know what kind of rules there might be.
Even the idea of rules implies there is some simple reason for something. But we now know (with AlphaGo for instance) that there may be more complex explanations than can really be understood by a human mind, even in turn based games. Let alone fluid dynamics or a heterogenous multi body gravitational problem, chaos theory and so on.
It is quite arrogant to think that what has worked for us humans so far will let us probe to the end of every inquiry about the universe.
Enter... the multiverse theory. The proud partner of the anthropic principle, for those who care about the frequentist interpretation of probability.
(Because if you don't, then the question doesn't even arise. Just say "because that's the way things are" instead of "because we're in that particular universe".)
It's a bit similar to throwing enough time and space at a problem. For example:
"how did the first replicating organism come about if Kolmogorov complexity of the smallest one is so high in terms of chemistry that it would be astronomically improbable to come about by chance?"
"Panspermia"
"Ok but that just pushes the problem back to other planets. How about the first?"
"Well, primordial soup + lightning + billions of years + trillions of planets ... and maybe buckyballs"
"That is just theories, where is the testing"
"It's the best we got. One day science will tell us the answer. Your theory isn't even scientific."
So we have to be careful not to equate science (an approach) with atheism (a bias).
But here is my question in conclusion:
At the end of the day, given how many times scientific understanding was overturned, what is really the difference between KNLOWLEDGE and BIAS?