Autumnal

Relating to, occurring in, or suggestive of autumn; having qualities like those of fall such as decline, maturity, or gradual change.

From autumn (from Latin autumnus, of uncertain origin, possibly from Etruscan) + -al (suffix forming adjectives). Latin term adopted into English by the 14th century.