Flip your cutting mat over and see if it is a cutting surface you can use then test the new blade you just put in your cutter. Make sure you didn't put two in by mistake. I did that once.
I use Omnigrid mats which are thicker than the Olfa mats. I buy them only online at JAF when they have 50% and free shipping.