Kumar had broken away from the erstwhile Janata Dal to launch Samata Party and aligned with BJP to assume power in Bihar. However, in 2014, he ended his long association with BJP, headed the Mahagathbandhan government with RJD and Congress, only to return to realign with BJP and lead a coalition government with it since 2017.