Arugula Seeds. Arugula is easy to grow in both warm weather and cool, can be sown indoors or directly into the garden, and does best in full sun. Harvest baby leaves in three weeks; pick mature leaves later for cooking with other greens. Resow every three weeks for an extended harvest.