Robert Forster was born Robert Wallace Foster, Jr. in Rochester, New York, to Grace Dorothy (Montanarella) and Robert Wallace Foster, Sr., who worked as an elephant trainer and baking supply company executive. He is of English, Irish, and Italian descent.

