However, Mr Devonport, who grew up on a council estate in Leeds and left school with no qualifications at 15, said he took to the class "like a fish to water".
His first painting - "a little landscape" - may not have been his best work but he said it was the process of creating it that really struck a chord.
Having never imagined he would be an artist, he won his first national award while still in prison.
"It’s not been a conscious decision, it’s like life has directed me that way," he said.
Despite his successes, navigating life after his release in 2014, his reintegration into society and the stigma of incarceration, were challenging.
His last run-in with the law was in 2018, when he was jailed for producing cannabis.