Fertilize the sugar cane with nitrogen. Since sugar cane is a type of grass, it thrives on nitrogen-rich fertilizers. You can fertilize the sugar cane plants with standard grass fertilizer, or go for an organic option: chicken manure. Fertilizing just once, when the sprouts first emerge, will help the sugar cane grow strong and healthy so you'll have a good harvest in the fall.[2]