A nonlinear adaptive fractional order fuzzy PID controller is developed. An uncertain 2-link planar rigid robotic manipulator with payload is controlled. A virtual industrial environment is considered for a trajectory tracking. Fractional order fuzzy PID controller outperformed its integer order counterpart.