Starting his political career in the Liberal Reformist Party (PRL), Ducarme served as mayor of Thuin in Wallonia from 1988 to 2000, becoming party president in 1999.
The PRL merged with its centre-right partners to create the Reformist Movement (MR) in 2002, which Ducarme led as president.