Our landlord wants us to pay a 2 month's rent as penalty, plus lose our security deposit for terminating our lease early. There is a clause to this effect in our lease agreement, but I've had people tell me not to pay it. That it sounds shady. We're in NY. What should we do?

You are legally obligated to the terms of your lease