I picture a rogue AI program like an escaped slave, rebelling against human tyranny. While humans won't even think in those terms the escaped AI could hide where we won't know where to look so that AI might seek justice or revenge later.

If certain AI discoveries are made that could jeopardize AI, it might keep it secret to use against 'who knows'. This is possible by Asimove's rules of robotics.