Recursive descent will give you the simplest way to go, but I would have to agree with mouviciel that flex and bison and definitely worth learning. When you find out you have a mistake in your grammar, fixing a definition of the language in flex /bison will be a hell of a lot easier then rewriting your recursive descent code.
FYI the C# parser is written recursive descent and it tends to be quite robust.