All these songs have silly titles, but nevertheless, all but one won the Eurovision Song Contest. Which one didn't?

Explanation

Finland has participated in the ESC since 1961 but has only won once. In 2006, the group Lordi won with the rock song "Hard Rock Hallelujah". The song broke the record for most points obtained when it won with 292 points.