Atheists don't hate fairies, leprechauns, or unicorns because they don't exist. It is impossible to hate something that doesn't exist. Atheists - like the painting experts hated the painter - hate God because He does exist.
The more we allow ourselves to enjoy, the more reasons we find to be joyful.