Voters were asked to select a new head of government for north-western Taoyuan county, a heavily industrialized area of 1.2m people that also contains the island's main international airport.
Delegates from many larger states arguing the plan would have given rival Democrats a head start by allowing them to select their nominee well before Republicans.