Pennies from Heaven (1981)

There's a world on both sides of the rainbow where songs come true and every time it rains, it rains Pennies from Heaven.

During the Great Depression, a sheet music salesman seeks to escape his dreary life through popular music and a love affair with an innocent schoolteacher.