No, because by the time the 15th century rolled around, Spain and Portugal were on the brink of colonizing South America, and the Baalbek stones had been a mystery for a long while already.
Gotcha.
There are SO MANY incredible structures that were built all over the world, some to me more magnificent than StoneHenge or however you spell it :)
But that place and the pyramids get all the press :)