I washed my mat with dish soap and water, then let it dry outside (out of the sun) for about a week. There is something about the Olfa mats that they have that smell, but I really like them.
Some are worse than others. I think the degree of smell may also be from how long the shops have had them. The longer maybe lessens the smell, since they are in the open air rather than boxed???