The invention discloses a bidirectional flexible knee-joint active-passive rehabilitation training device, which comprises a linear driving unit, a lower limb support unit and a control unit, wherein the linear driving unit comprises a bottom plate, a rodless cylinder, a sliding table of the rodless cylinder, a first inflation-elongated pneumatic flexible driver, a second inflation-elongated pneumatic flexible driver, a guide rod, a fixed support, a connecting piece, a movable support and a sliding pair; the lower limb support unit comprises thigh rods, a thigh supporting plate, leg rods, a leg supporting plate, a foot support, a connecting rod, T-shaped connecting pieces, L-shaped rods, a first adjusting device and a second adjusting device; and the control unit comprises an angular displacement sensor, a force sensor, a displacement sensor and a controller. The device can realize various knee joint rehabilitation training modes such as passive training and active training conveniently according to the rehabilitation condition of patients. And the applied forces (including a driving force driving a wounded knee to move in a passive training and a training damping force set in an active training) as well as training angles can be adjusted in a stepless manner.