After Maharashtra Deputy CM Devendra Fadnavis on Tuesday promised a detailed probe into the matter, the crime branch of Mumbai Police have initiated an inquiry in connection with a purported video of BJP leader Kirit Somaiya where he was seen in a compromising position, an official said on Wednesday.