At an emergency congress, party members voted overwhelmingly to drop Hung Hsiu-chu following a series of poor ratings in opinion polls.
She will be replaced by the party's chairman, Eric Chu.
Before the decision, the two favourites for the presidential poll were, for the first time, both women.