Some light does drop into the singularity itself but most of it orbits below the event horizon. Since its in an orbit, it never leaves that orbit. Think about satellites, Once they are in orbit they never need to worry about de-orbiting. This is mainly due to the vacuum of space. If earth suddenly disappeared, all the satellites would go flying off at the velocity they were when earth disappeared. Its the same with photons of light.