Is a religion that rejects a higher (supernatural) power truly a religion?

During my World Religions class, our teacher asked us this question. A friend of mine who believed that it couldn't possibly be a religion (he's Christian) said that it would then be more of a philosophy or a way of living. Now I'm interested to see what Reddit thinks of this :D