Because the sun attracts the probe (and vice versa). Or equivalently the probe is climbing out of the gravity well of the sun loosing kinetic energy in exchange

Because the sun attracts the probe (and vice versa). Or equivalently the probe is climbing out of the gravity well of the sun loosing kinetic energy in exchange for potential energy in the sun's gravitational field.