They are (almost) the same. In any language, there is no such thing as a "true synonym." They can have (very slightly) different meanings depending on how you use them.
But generally, "a load of money" sounds more common for speakers from Great Britain/Australia
whereas, "a lot of money" would be used most commonly in the U.S.A., however both forms are acceptable anywhere in the English-speaking world.