This spike in membership, which included Ford-K's Nyanza MPs, put NDP in the position of a major opposition party in the Kenyan parliament.
The party managed to retain its strong position in Nyanza region mainly among the Luo population during the 1997 elections when it returned 21 members to parliament.
[2] This union was to be short-lived, as from summer 2002 it became obvious that arap Moi was determined to have Uhuru Kenyatta as his successor, which was confirmed by a KANU congress in October 2002.
Odinga, who had been aware of manipulated lists of delegates, pulled out from the congress together with his followers from the former NDP and was joined by a number of KANU politicians who protested against Moi's manipulation of the party meeting in favour of his chosen candidate.
Together, the group, which called itself the Rainbow Coalition, quit the ruling party and then joined the then-minor Liberal Democratic Party, which was to be one of the founding members of the National Rainbow Coalition which went on to win the 2002 presidential and parliamentary elections.