Jordan Gelber is the son of Donald and Barbra Gelber. He was born in Riverdale neighborhood of the Bronx, New York City, and grew up in Woodmere, Long Island. Gelber has a younger sister, Marielle. Gelber is Jewish. In 1993, he graduated from George W. Hewlett High School in Hewlett, Long Island.