possible but not probable

1.  your dispute is with the previous owner, not thecurrent owner.

2.  try to find the previous owner

3.  try to sue him and win

4.  try to collect on your judgment.  

Good luck.  The chance of you succeed on step 2, 3, and 4 is less than 50%.