Do I have to pay for the months for which I did not need coverage after my termination?

Yes, COBRA begins on the last day you had coverage before terminating employment. All premiums that are past due must be made up or your coverage cannot be continued. Once all premiums have been paid in full, the carrier can retroactively cover any claims incurred during that time.