Skaarup was elected to Folketinget at the Danish general election, 1998 and from 1998 to 2012 he was the vice-chairman of the Danish People's Party.
Skaarup blev valgt til Folketinget ved valget i 1998 og var fra 1998 til 2012 næstformand i Dansk Folkeparti.