As a ball falls freely toward the ground, its total mechanical energy "remains the same" but it should be noted that its potential energy is decreases at this time.
There is no loss or gain in mechanical energy, only a transformation of gravitational potential energy to kinetic energy as the ball falls toward the ground.
