 Joelson was born and raised in a Jewish family in Paterson, New Jersey.After graduating from Montclair Academy, he went on to college and attended Cornell University.After graduating Phi Beta Kappa with a Bachelor of Arts degree in 1937, Joelson went to attend the university's law school.