How does 3 day notice to pay rent or quit work, no rental agreemt signed?

Our landlord ( a friend)let us live in a vacant house for two years free rent. We never signed a rental agreement. He got fired and a realestate agent is now in charge, so they served us with a 3 day pay rent or quit notice. It is $20,000 worth of back rent. What can we do.