Listen to Didn't It Rain online. Didn't It Rain is an English language song and is sung by Sister Rosetta Tharpe. Didn't It Rain, from the album The Best Of, was released in the year 2009. The duration of the song is 2:41. Download English songs online from JioSaavn.