It could be him under duress.
Much of the time contract termination can be reasonable as long as you make a solid effort.
Once I signed a lease and got fired before my actual move in. I was honest and got a full refund on my deposit.
The landlord could said “Well you owe us the full amount , lol”, but no reasonable court would enforce that.
Even if, good luck collecting I have no income!