Joel Spear, 78, was last seen earlier in the day on Tuesday. He went missing from the area near the 9700-block of South Wallace.
Spear is nicknamed "Happy Joe."
Spear was wearing a medical bracelet with contact information.
Anyone who has seen him should contact the Chicago Police Department.