The party was founded by Dorien Rookmaker, who became a member of the European Parliament in February 2020; initially representing Groep Otten, and then as an independent. Rookmaker is also the chair of the party. Starting on 8 December 8, 2021, the party was part of the faction of the European Conservatives and Reformists (ECH).[1]
In the European Parliament elections, More Direct Democracy did not receive enough votes to secure a seat. Notably, Hester Bais, the second candidate on the list, received over 2,000 more votes than party leader Dorien Rookmaker.