Rusk was named by Arnold Henri Guyot after Samuel Rusk, who assisted the Princeton geology professor on what would be the first accurate survey of the Catskills in the 1870s and '80s.
Guyot made probably what is the first recorded ascent of the mountain during his survey, but it is unknown whether anyone else had come first.