The news of a shift in leadership, which will take place on October 31, comes days after a lawsuit was filed by the sons of Norman Rockwell and other plaintiffs, seeking to halt the museum’s controversial plan to sell off 40 works at Sotheby’s in order to build its endowment, fund renovations, and pursue a “New Vision” marked by a greater focus on science and technology-driven exhibitions.