I'm not sure I agree. I think you're conflating religion with the broader term of spirituality, which indeed is not explicitly rejected by atheism. Religion as in theism / deism, however, is.
Almost every atheist will reject religion, given what religion typically is and which is captured pretty well in the definition above.