Isaacs was born in Melbourne, Victoria. His parents, German-born Alfred Isaacs and English-born Rebecca Abrahams, were Jewish immigrants. He was married to Deborah "Daisy" Jacobs () from 1888 until Isaacs' death. He had two daughters. He was strongly against Zionism.