It's not your Social Security number that owes the debt; it's YOU. Changing your SSN will not change that essential fact.
People who are unable to pay their debts as they come due may be able to apply for relief under the Bankruptcy Code. A discharge in bankruptcy relieves the debtor's legal obligation to repay most unsecured debts. Consult a bankruptcy lawyer for an in-person discussion about whether bankruptcy is appropriate for you.