The 28-year-old actress said the line from the 1976 American satirical film written by Paddy Chayefsky and directed by Sidney Lumet, made her feel alive in front of the movie screen, reported People magazine.
"The 'I'm mad as hell and I'm not going to take this anymore' speech in 'Network'," said Stone.
She also goes on to explain the reason she loved it, "When he comes in from all of the rain in his trench coat and just really becomes the mad prophet of the airwaves."
"Milk Duds in my popcorn. So you eat them at the same time and you get a great salty to sweet ratio," said the actress.
Stone has been nominated for best actress at the Oscars, which will air on February 26.