It happened Saturday night near S. Friendly St. and E. Juniper LN.
When officers arrived they found a group of about 50 people.
A 23-year-old man was treated for a cut to the palm of his hand, which did require surgery.
A 63-year-old woman and 35-year-old man were also injured.
Authorities arrested two men. Both are in the Calumet County jail.