If there are three sectors on the commutator the "brushes" will need to be truly vertical to prevent shorts. The rotor suggests its a three pole, coreless, motor. As above the friction of the brushes can be enough to stop it starting on its own. Perhaps make the brushes thinner to give more "spring"?? That is, small deflections will cause less change in force as the uneven commutator spins.