I think Atheists too have awe and wonder at nature. They just dont ascribe supernatural entities to it.Great scientists, great philosophers, great mystics, all have in common a deep respect, a deep sense of awe for the mystery of what is.
Theists try to describe the indescribable.
Atheists try to deny it.
Theists do try to describe mysteries, but using stories which are mythical and nonsensical. The so called holy books are absurd creations.