Does science prove atheism wrong?
No it doesn't. Some Christians believe it does but they are not talking about real science, only pseudoscience.
No, science does not prove anything wrong, including atheism.
in what way? Could you extrapolate further about what you mean?
No but science proves the Bible wrong ( no geological evidence for the Flood, no archaeological evidence for the Exodus, etc)