Bharatiya Janata Party (BJP) leader Bhupendra Patel will take oath as the Chief Minister of Gujarat for a second straight term in Gandhinagar on Monday in the presence of Prime Minister Narendra Modi and other dignitaries, BJP leaders said on Sunday.