Listen to Didn't It Rain online. Didn't It Rain is an English language song and is sung by Mahalia Jackson and Mildred Falls. Didn't It Rain, from the album Gospel Live!, was released in the year 2012. The duration of the song is 3:23. Download English songs online from JioSaavn.