Because he doesn't want the Olympians angry with him again. In the book's opening he jokes that the publisher should make the book anonymous "because I don't need the Olympians mad at me again," a sarcastic reference to his previous run-ins with the gods.
Sources: Percy Jackson's Greek Gods (2006) — opening publisher-author aside (Recapy context).
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