Lee, who turned the South Korean firm into a global tech giant, was left bedridden by a heart attack in 2014.
"It is with great sadness that we announce the passing of Kun-hee Lee, Chairman of Samsung Electronics," the company said in a statement.
"Chairman Lee passed away on October 25 with his family, including Vice Chairman Jay Y. Lee, by his side."