In a nutshell, the difference is that RGB is additive and displays better on a screen; CMYK is subtractive and is intended for a printed page. May your images forever be color-accurate.

How to Change a PDF to CMYK for Printers. The colors you see in a PDF file on your screen don't always translate precisely to the shades that appear when the document comes out of your printer.