Listen to Did Not It Rain online. Did Not It Rain is an English language song and is sung by Sister Rosetta Tharpe and Marie Knight. Did Not It Rain, from the album Rain Songs, was released in the year 2011. The duration of the song is 2:39. Download English songs online from JioSaavn.