Your explanation reveals a misunderstanding of the terms, both of science and atheism.
If I may, could I suggest you would be better served by learning about what science is, and also, particularly in this case, just asking atheists what they think and what they mean by the terms they use.
This isn’t a put down, I genuinely think you would be better served by doing so.