Gyllenhaal's father, who was raised as a Swedenborgian, is of Swedish and English descent, and is a descendant of the Swedish noble Gyllenhaal family.
Maggie Gyllenhaal, njegova sestra in igralka, se je pojavila v njegovem filmu "Donnie Darko".