It saves battery to quite an extent because when your mobile is receiving a weak signal, then it is working hard to ensure proper connectivity. That means more strain on your battery.
In airplane mode, there is no question of mobile latching to cellular tower. So no battery drain.
And most importantly, it helps you make calls when the signal is patchy.