Deputies responded to the in-progress call in the 7100 block of Sonnet Glenn at around 12:45 a.m. Saturday.
Once deputies arrived, they found a 36-year-old man deceased from a gunshot wound, officials said.
Deputies say the 36-year-old man's parents heard the gunshot outside their home and found their son on a walkway outside.
The man lived in the home with his parents and other relatives, according to deputies.
Witnesses told investigators that they saw a red vehicle leaving the scene.
There was no word on the shooter's description.