Voyeurism
The practice of taking pleasure in observing something private, sordid, or scandalous. this can be for a person watching a sexual act being committed by others with or without their knowledge often with the person watching engaging in masturbation. Also used for people who gain satisfaction/happiness from watching the person they like excessively.