This paper provides a state feedback stabilization approach for nonlinear systems of relative degree less than or equal to two by rendering them nonlinear negative imaginary (NI) systems. Conditions are provided under which a nonlinear system can be made a nonlinear NI system or a nonlinear output strictly NI (OSNI) system. Roughly speaking, an affine nonlinear system which has a normal form with relative degree less than or equal to two after possible output transformation can be rendered nonlinear NI and nonlinear OSNI. In addition, if the internal dynamics of the normal form is input-to-state stable, then there exists a state feedback input that stabilizes the system. This stabilization result is then extended to achieve stability for system with a nonlinear NI uncertainty.