He was rushed to the trauma centre in the All India Institute of Medical Sciences, where he succumbed to his injuries.
Mr Munde is the rural development minister in Prime Minister Narendra Modi's Cabinet.
Mr Munde was reportedly on his way to his constituency Beed in Maharashtra to address a number of public rallies.
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