It happened just before 6 p.m. on Joralemon Street in Belleville.
An officer shot one man who suffered a non-life threatening injury, according to the Essex County Prosecutor.
He was taken to University Hospital in serious but stable condition.
No police officers were injured.
The circumstances of the shooting are not yet known.