Savage was born in Chicago, Illinois, the son of Joanne and Lewis Savage, who was an industrial real estate broker and consultant. Savage grew up in Glencoe, Illinois, before moving to California. His younger brother is actor Ben Savage, and his younger sister is actress/musician Kala Savage. His grandparents were Jewish immigrants from Poland, Ukraine, Germany, and Latvia. He was raised as a Reform Jew.