You can use a nail file, slip it between the metal and rubber, then carefully remove it. You can also go to your local smash repair and see if they have any spares or even order a new one.
It will fit. The reason spare parts dont have it listed is because the 18 inch kappa wheels are wider than the legal RTA (or other state traffic authorties) recommended specs for Corolla.