Listen to Rain, Rain Go Away online. Rain, Rain Go Away is an English language song and is sung by Belle and the Nursery Rhymes Band. Rain, Rain Go Away, from the album Nursery Rhymes, was released in the year 2015. The duration of the song is 0:49. Download English songs online from JioSaavn.