Back when neural nets were "fundamentally novel" we didn't have the understanding or computing power to tap their potential. So they "weren't really AI" because they couldn't do much that was interesting.

Now, we have a better understanding of how to use them, and we have enough computing grunt to make them do really interesting things. But they're "not really AI" because they're "not fundamentally novel."