It's also quick to grow, with leaves ready to harvest in around 45 days. 5 FAQ about vegetables to plant in August for an autumn harvest1. You can plant a variety of quick-growing crops in August, including leafy greens, basil, cauliflower, bush beans and radishes. Can you grow vegetables in August if you only have a small garden? Can you plant basil again in August?