Furnace reaches temp, shuts off but wont come back on
This sounds like a safety lockout occurring on shutdown.  You are probably clearing the lockout each time you go through your procedure.

Look for a failure code to be set on the control board after the furnace stops.  The code should point you in the correct direction.