Media is the fourth pillar of our democracy and a significant source of getting correct and precise information about various events around the world. In the present digital age, online news websites have become an important source of news and information for an ordinary person. However, nowadays, it becomes difficult for us to get precise information, due to the menace of fake news. There can be two types of fake news, one which is factually incorrect, and the other which is factual, but presented in a manipulative manner and thus, representing fictional style of writing. Both these problems are equally serious and can cause a lot of social damage if not tackled properly. A lot of work is already going on in the domain of detecting incorrect factual information published by online news agencies, but the latter problem of manipulative news content is hardly paid attention to.