distinct() vs distinct on ()

Three tables:  LISTING, BROKER, LISTING_BROKER

Each LISTING can have one or more BROKERs so LISTING_BROKER is a link. 
Should not the following be equivalent?


SELECT distinct(l.listing_id)
FROM listing l, broker b, listing_broker lb
WHERE l.listing_id = lb.listing_id
AND b.broker_id = lb.broker_id
AND b.company_id = 1;

SELECT distinct on (l.listing_id) l.listing_id
FROM listing l, broker b, listing_broker lb
WHERE l.listing_id = lb.listing_id
AND b.broker_id = lb.broker_id
AND b.company_id = 1;

The first SELECT does NOT work in that the distinct() is ignored.  The
second SELECT works correctly.  Am I missing something?