Salvia atrorubra is a perennial plant that is native to Yunnan province in China, found growing in forests at elevation. S. atrorubra grows on erect stems to tall, with ovate leaves that are typically long and wide, sometimes slightly smaller.
Inflorescences are 2-flowered verticillasters in axillary and terminal racemes. The plant has a red corolla that is .