If you are moving forward in the saddle while pedaling at normal to slightly higher power, then I'd be of the opinion that you have too much reach on your bike. Maybe even the frame too big for you.

But are you certain the saddle isn't too high? And I'd never have the nose up on my saddles as yours ever so slightly is. Though I know some like that.