The invention provides a transverse flux torque motor with V-shaped air gaps forcedly cooled by fluid. The motor comprises a stator fixed shaft, a rotor shell and a motor shaft, wherein the motor shaft is connected on the stator fixed shaft by bearings; the stator fixed shaft is provided with multiple phases of motor stators; each phase of motor stator comprises a stator winding and two oppositely combined stator cores; the stator cores comprise motor stator yokes and stator bevel gears; the stator windings have trapezoidal cross sections and are arranged among the stator cores; a motor rotor is arranged in the inner cavity of the rotor shell and is of magnetism gathering structure formed by rotor magnetic poles and permanent magnets; and V-shaped air gaps are formed among the stator bevel gears, the rotor magnetic poles and the permanent magnets. The transverse flux torque motor has the following beneficial effects: the effective areas of the air gaps are increased, so the force density of the motor is higher; and cooling liquid flow cavities are arranged among motor stators and outside the motor stators at the two sides and cooling liquid via holes communicated with the cooling liquid flow cavities are arranged in the stator fixed shaft, thus ensuring heat dissipation of the motor.