A deciduous forest is a forest comprised of trees that shed their leaves every year. These leaves fall off in early to mid fall, where they decompose during the winter, and new leaves are grown in the spring.
This is different from the opposing tree, the evergreen tree. This tree possesses needles, and is the only tree species that doesn't lose its "leaves" during the fall season.