It happened around 10 p.m.
Officers returned fire and one man was killed and a second slightly injured.
Investigators said 31-year-old Thomas Austin Jr. was arrested after the shootout and charged with five counts of attempted murder. He was placed in the Wayne County Jail under a $1 million bond. It wasn't known if he had a lawyer. Two others were also arrested, but police have not released their names.
Officials said the State Bureau of Investigation has been called in to look at what happened - as is standard in officer-involved shootings.
The name of the dead man was not immediately released.