"I was almost out of wind running but luckily the suspect still had some," he said.
"I heard him letting rip and followed the noises to a bush."
The post received hundreds of likes, shares and comments as scores of residents also had fun with the story.
"Police have a nose for these things," one person cracked, and another added: "Better out than in".
Another man was found hiding in a small space behind a fireplace at the original address, news.com.au reports.
Police said a 35-year-old man was arrested after failing to appear at court and a 30-year-old man was arrested in relation to other matters.