A rice hybrid designated HR140003 is disclosed. Seeds of rice hybrid HR140003, the plants of rice hybrid HR140003, and methods for producing a rice plant by crossing the hybrid HR140003 with a plant of the same genotype, or rice plant not of the same genotype, are also disclosed. Methods of growing and producing blends of rice seeds including seeds of rice hybrid HR140003, are disclosed.
