If I have an Automatic Extension of Time to File with the IRS do I need to file an extension with New Mexico?

No, New Mexico honors any federal extension of time to file that you have. You do not need to request a separate state extension if you already have a federal extension. If you require additional time than what is granted at the federal level, you must file a New Mexico extension using Form RPD-41096, Extension of Time to File