Hemp oil can be a replacement for olive oil in cooking. It has a nutty flavor and is a source of protein. It is also called hemp seed oil and is used in lotions and soaps. Some believe it can treat atopic dermatitis, which is eczema, and that it has anti-aging properties for the skin.