Many plants grow quickly during the rainy season, thanks to the increased moisture in the air and soil. Some of the fastest-growing plants include annuals and tender perennials, such as impatiens, zinnias, and cosmos. Many vegetables also grow rapidly during this time of year, including beans, cucumbers, and squash.