Listen to Rain Rain Go Away online. Rain Rain Go Away is an English language song and is sung by Drew and Firoze. Rain Rain Go Away, from the album Nursery Rhymes Collection Vol. 1, was released in the year 2015. The duration of the song is 2:09. Download English songs online from JioSaavn.