During the 2022 offseason with the Cowboys, Joseph was the passenger in an SUV from which two people fired shots into a group of men in Dallas, fatally striking one of the men in the head.

Former Dallas Cowboys cornerback Kelvin Joseph was arrested early Saturday in Richardson, Texas after allegedly being involved in a motorcycle crash that left a 27-year-old woman dead.