Mueller grew up in Princeton, New Jersey, where he attended Princeton Country Day School, now known as Princeton Day School. After he completed 8th grade, his family moved to Philadelphia while Mueller himself went on to attend St. Paul's School in Concord, New Hampshire, where he was captain of the soccer, hockey, and lacrosse teams and won the Gordon Medal as the school's top athlete in 1962.[11][12]