Ramrakha joined the Federation Party when its support was concentrated in the sugar cane growing districts of Fiji.

In the 1966 election, A. D. Patel recruited Ramrakha as one of the candidates (the other was Irene Jai Narayan) to extend NFP's support into the Central Division.

After the 1972 elections, his relationship with Koya worsened and he resigned as General Secretary of the party and opposition whip in September 1972.

Pacific Media Watch reported on 7 September 2004 that Ramrakha had announced his intention to sue former Prime Minister Mahendra Chaudhry.

Ramrakha's grievance was related to allegations made by Chaudhry in his autobiography, Children of the Indus, that Ramrakha and Narayan had advised Governor General Ratu Sir George Cakobau against appointing Koya as Prime Minister after the NFP's electoral victory, saying that Koya did not have the support of the whole NFP caucus.