At the 1951 Gold Coast legislative election, the party ran in co-ordination with the United Gold Coast Convention (UGCC). It also aligned itself with two parties which did not contest the election, the People's Democratic Party, based in Kumasi, and the Independent Party, based in Cape Coast. The party did not win any seats; in the largest constituency, Accra, Ollennu took only 742 votes, and his running mate, Kofi Adumoa Bossman, 666, while Nkrumah won 20,780 and Thomas Hutton-Mills Jr., also of the CPP, 19,812. Two UGCC candidates also beat the NDP.
