Vegetable oils: Safflower oil, sunflower oil, soybean oil and canola oil are known as processed oils because high-heat and chemical solvents are required to form them. In a study published in the journal Brain Research Bulletin, it was noted that prolonged consumption of vegetable oils can up your risk of depression significantly.