When I change the work plan page orientation from landscape to portrait the orientation always reverts back to landscape.

Guru Planner's menu and navigation system uses whatever is set on the front screen of Guru Planner. This is where you need to change it so whenever you click 'work plan' it will go to the appropriate layout.