Source, in full
The earliest citation yet found does not attribute this to Roosevelt, but presents it as a piece of anonymous piece folk-wisdom: "When one reaches the end of his rope, he should tie a knot in it and hang on" (LIFE magazine (3 April 1919), p. 585).