Can a former landlord attempt to collect past due rent and other fees from me if the property that I rented went under forclosure so I moved?

Question Details:

Approximately 2.5 months into my 6 month lease, a Notice of Trustee's Sale was attached to the property I was renting. Trustee's Sale was scheduled for 2 months ago. I then decided to move out before that date. The landlord agreed that when I moved, I didn't have to pay that month's rent. I was there for 2 weeks the previos month and they would not agree to pro rata the rent for that month, so I didn't pay it. They are now suing me even though they no longer own the property due to the foreclosure.

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