After the Yugoslav Social Democratic Party, which was a preponderately Slovenian organization, merged with the Centrumaši and formed the Socialist Party of Yugoslavia in 1921, Prepeluh became marginalized.
In 1924, Prepeluh and Lončar founded the Slovenian Agrarian Labour Party, which soon merged with the small Slovenian Republican Party into the Slovenian Labour Agrarian Republican Party.