Police are investigating reports that two men, one of whom was believed to have been armed, entered the cathedral at around 21:30 BST on 13 July.
A priest was assaulted during the incident and received medical attention for minor injuries.
The suspects made off from the scene with a sum of money.
A priest has been assaulted during a burglary at St Peter's Cathedral in the Divis Area of Belfast.