Video from the 3700-block of Broadway appears to show officers responding to a We Buy Gold shop just before noon Sunday.
A crowd gathered near the crime scene tape.
Investigators say they found a 50-year-old man, from Gary, shot to death inside a home.
What led up to the shooting was not immediately clear.
Gary police are asking anyone with information to call them at 219 755-3855.