Orrsburg is an extinct community in northeastern Nodaway County, in the U.S. state of Missouri.
Orrsburg was laid out in 1881, and named after an early settler. A post office called Orrsburg was established in 1881, and remained in operation until 1902. A variant spelling of "Orrsburgh" was prevalent.