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Because it's not a religion.
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It's the belief that there are no deities or High Powers. Technically, it isn't a religion, but practically, it's counted as one.
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It's a lack of belief. Which includes the subcategories of Deists and Agnostics. So atheists can think it's a possibility or there is one but isn't part of a religion.