The noun (Substantiv/Nomen) Eheleute is feminine in German. Therefore, the correct definite article in the nominative singular is die. So, you say: die Eheleute.
(married couple)
Ein verheiratetes Paar.
A married couple.
Die Eheleute feierten ihren Hochzeitstag.
The married couple celebrated their wedding anniversary.