what does o'brien say is the real reason the party seeks power?

This actually happens in part 3. O'Brien says that the Party seeks power simply to be in power, forever. Power is the reason.

Check out this quote,

"The Party seeks power entirely for its own sake. We are not interested in the good of others ; we are interested solely in power. Not wealth or luxury or long life or happiness: only power, pure power."