Even if that child is just yourself. 

"Rain" by Robert Lewis Stevenson

"Drippy Weather" by Aileen Fisher

"Spring Rain" by Marchette Chute

I first encountered these in Poems to Read to the Very Young edited by Josette Frank, illustrated by Eloise Wilkin

Bonus: "April Rain Song" by Langston Hughes