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Dunne joined the Holy Blues at the end of October from BetVictor S/East Division side Sheffield.
"Mitchell Dunne has today left the club with immediate effect," the club announced.
"We would like to thank Mitchell for his efforts in a Trinity shirt and wish him well for the future."
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