They said the shooting happened around 9 p.m. Thursday on the 3400 block of Wernett Road.
The shooting does not appear to be gang-related. Police took 26-year-old Andrew Ferron into custody for Felony Assault Investigation.
Police add the two victims are being treated for non-life threatening injuries.
The incident is still under investigation.