A novel rice cultivar, designated ‘CL131,’ is disclosed. The invention relates to the seeds of rice cultivar ‘CL131,’ to the plants of rice ‘CL131,’ and to methods for producing a rice plant produced by crossing the cultivar ‘CL131’ with itself or another rice variety, and to single gene conversions of such plants. The invention further relates to hybrid rice seeds and plants produced by crossing the cultivar ‘CL131’ with another rice cultivar. The invention further relates to other derivatives of the cultivar ‘CL131.’