"There is no evidence to suggest Mr. Monteith's death was anything other than a most tragic accident," the office said in a statement.
The 31-year-old was found dead in his Vancouver, British Columbia, hotel room on Saturday, after he didn't check out on time. He was believed to be alone when he died.
Police said Monteith had been out with people earlier, but video and electronic records from the hotel indicated he returned to his room by himself early Saturday.
At a briefing Tuesday afternoon, police said they believe Monteith had been dead for several hours before he was found. They said the coroner's report didn't indicate the levels of heroin or alcohol in his system.
"Our belief is that he took the heroin was he was alone," said Vancouver Police Department spokesman Brian Montague.
Monteith's death recalled the lives of Heath Ledger, Corey Haim and River Phoenix - actors who battled substance abuse and died in their 20s and 30s.
Monteith had talked bluntly about struggling with addiction since he was a teenager, calling it a serious problem and telling Parade magazine in 2011 he was "lucky to be alive."
In that interview, he said he was using marijuana and drinking by age 13, and his drug use was "out of control" by the time he was 16. "Anything and everything, as much as possible," he said. "I had a serious problem."
Monteith admitted himself to a treatment facility in April for substance addiction, a representative said at the time. He also received treatment when he was 19. He told Parade that his mother and friends had staged an intervention back then, afraid he "could die." However, he said, "I did the stint but then went back to doing exactly what I left off doing."
"Glee," with its catchy song-and-dance numbers and high-profile guest stars like Gwyneth Paltrow and Britney Spears, became an instant hit when it debuted in 2009. Monteith served as the show's resident hunk with a heart of gold.
The Fox network and the producers of "Glee," including 20th Century Fox Television, have called Monteith an exceptional performer "and an even more exceptional person."
Gia Milani, who recently produced and directed a Canadian film featuring Monteith, this week said Monteith "seemed healthy" when she last saw him four weeks ago in Los Angeles.
"He looked super fit and he was energetic and excited," Milani said. She said Monteith showed no signs of a substance abuse problem while shooting the film a year ago.