In 1911, during Oswald West's Governorship, Secretary of State and former Governor Frank W. Benson, died of illness. Despite being from an opposing party, West appointed Olcott as Secretary of State to fill out the rest of Benson's term. Olcott would be elected in his own right to the office in 1912, and reelected in 1916.