The invention relates to the alfalfa variety designated RRL44M375. Provided by the invention are the seeds, plants and derivatives of the alfalfa variety RRL44M375. Also provided by the invention are tissue cultures of the alfalfa variety RRL44M375 and the plants regenerated therefrom. Still further provided by the invention are methods for producing alfalfa plants by crossing the alfalfa variety RRL44M375 with itself or another alfalfa variety and plants produced by such methods.