Get your taxes done using TurboTax

You don't have to tell the IRS you stopped.  You can delete schedule C.   Switch to Forms mode, click Forms in the upper right (left for Mac).  Open Schedule C on the left column and Delete it.  How can you be paying self employment tax if you have 0 Net Profit?