Kovacs' father Andrew emigrated from Hungary at age 13.
Though a poor student, Kovacs was influenced by his Trenton Central High School drama teacher, Harold Van Kirk, and received an acting scholarship to the American Academy of Dramatic Arts in 1937 with Mr. Van Kirk's help.