If you have a pilot the problem is not the thermocouple. From what you describe I'd say It's an electrical component of the furnace (in the brain box) that commands gas to the burner. Of course that's based on limited information and there are several components in this box that control the gas flow to the burner.
If you have no clue call someone and hope for the best.