Because there is no other force opposing the acceleration of gravity acting on the mass of the pencil. With the transition to forward flight there are 4 forces providing 2 opposing couples which end up in balance.
I have read some stuff on Helicopter dynamics and stability and it is mostly Greek Flute Music that puts you to sleep after the first paragraph.