A torque socket includes: a shaft rod, having two sides thereof axially extended with an insertion tenon and a core shaft, wherein the core shaft is axially formed with a shaft hole; and a shaft cylinder, having two sides thereof respectively formed with a shaft slot and a sleeve slot allowing a drive head to be inserted, wherein the shaft cylinder has a recess which is radially formed with a ball hole allowing a ball member to be disposed, the recess has an elastic tube member radially formed with a receiving hole allowing the ball member to be received, so that an elastic effect of the elastic tube member can be provided to the ball member for allowing the ball member to constantly protrude from the sleeve slot, and the ball member is able to be elastically latched in a latch slot of the drive head.