 When the CPN(UML) split in 1998, Chaulagain joined the break-away Communist Party of Nepal (Marxist-Leninist).He became a Central Committee member of CPN(ML).When CPN(ML) reunified with CPN(UML) in 2002, he rejoined CPN(UML) and became a Central Committee member of the party.