Removing distributor

I am breaking down my first motor, 360 (70s i think), and cannot get the distributor out. Should it just pull out after taking off the clamp plate or does it need to be at a certain position to "unlock" it?

How easy or hard should it be to turn the engine at the crank in case it do need it to line up at center or 1?