I wonder why do we take medicine when we can take all those nutrition from food?

In commercial farming for generations in the same soil artificial fertilizers are used and nutrients are lost as a result. Vegetables and fruits have been hybridized to last longer but holding them for many days or weeks or even months causes a gradual loss of vitamins. Also processed foods often lose nutrients depending on how they are processed and stored.