It happened inside the Inflation Lounge 63rd Street near Rhodes.
Investigators say two people got into an argument. One of them showed a handgun and fired into the crowd. As he left, police say he fired more shots.
Thirty-one-year old Keonte Barney was killed.
Four of the surviving victims were said to be in critical condition Sunday.