Just after 11am two police walked the offender out of the house and took him to a nearby vehicle.
The man began yelling and gesticulating to people watching on.
A police spokesman said he was known to police and was known to have some "issues".
He was eventually taken away and the area opened up to residents again in the early afternoon after the scene had been cleared.
Some of those watching on believed there may have been some gang connection to what happened but police would not comment on that.
"We have a few enquiries to make before we know exactly what was going on," a spokesman said.