Listen to Ooh! Baby it Scares Me online. Ooh! Baby it Scares Me is an Unknown language song and is sung by Don Elliot. Ooh! Baby it Scares Me, from the album Remember, was released in the year 2015. The duration of the song is 4:32. Download Unknown songs online from JioSaavn.