The invention relates to the novel cotton variety designated 07W590DF. Provided by the invention are the seeds, plants, plant parts and derivatives of the cotton variety 07W590DF. Also provided by the invention are tissue cultures of the cotton variety 07W590DF and the plants regenerated therefrom. Still further provided by the invention are methods for producing cotton plants by crossing the cotton variety 07W590DF with itself or another cotton variety and plants produced by such methods.