Parsley may be grown indoors any time of year as long as it has a sunny location, or sow seeds outdoors whenever temperatures are above freezing. While the seeds may take several weeks to germinate, once the plants have started growing, the leaves can be harvested right away. Sow seeds 1/8” deep and water as needed.