Arugula is an easy plant to grow from seed. Sow the seed in April directly in the garden. Keep sowing seed every 2-4 weeks until mid-summer. As the weather warms up, your arugula will go to flower. Let seed pods form, and it will drop and reseed in the garden. Eventually, arugula will be a self seeding annual for you!