The attack, which happened at a block of flats on North Cumberland Street shortly after 10am, is believed to be linked to the ongoing Kinahan Hutch gang feud.
Inner city residents held a protest last week to voice their fears over the escalating violence that began with the murder of Gary Hutch in Spain last September.
Since then 6 other men have been murdered.
