“Heterosexual” was invented by the same fellow who coined the term “homosexual”, the Austro-Hungarian journalist (and activist for the latter) Karl-Maria Kertbeny. (He was obviously confused due to one of his names being “Maria”.)
No need to use four syllables to describe the people who are normal.
“Normal” covers it quite well.