The major contributor to nitrogen fixation in the soil is the organism Rhizobium, a type of bacteria. These symbiotic bacteria live in the root nodules of leguminous plants, converting atmospheric nitrogen into forms that plants can absorb and utilize for growth. This process is crucial for maintaining soil fertility and supporting agricultural productivity.