If there were previous owners of your floor, they might have tried to use a product with wax in it (like Mop N Glow) on them...that happened to me once, on linoleum, it was a pain to remove.
I have a Swiffer Wet Jet and it's great for quick cleanups...especially with 3 small tornados.
Good luck and let us know how it turns out!