We do not currently know of any antonyms for rain tree.
The noun rain tree is defined as:
A tropical American tree (Albizia saman) having bipinnate leaves, globose clusters of flowers with crimson stamens, and sweet-pulp pods eaten by cattle, also used as an ornamental.