I would suspect he was discharged for a medical condition, disability perhaps.
A perusal of her pension application should provide you with information on his death. These papers are available through the service noted in the red enclosed box above.
Also, checking the various Federal Census 1860 through 1910 should provide additional information. Many Tennessee Confederate veterans hauled out West during the post war years.