Choose the motor that has the torque required. A motor with lower current draw that won't move your load is pretty worthless.
Steppers draw the same current while stopped as they do when running unless you disable the driver, but then they can lose position. That makes sreppers less than ideal for battery powered applications. Would a servo or gear motor with encoder work in place of the stepper?