If you take supplements, you will absorb more of what is in the supplement if you eat a little food when you take the supplement. For example, some crackers and a small glass of whole milk.
In general, you are much better off to eat a wide variety of foods and to consider a multivitamin-mineral supplement as insurance. Rather than as a primary source of micronutrients.