No, you can not get the Social Security and Medicare taxes refunded.
Because you have been in the US for 6 or more calendar years, you are a Resident Alien.
As a Resident Alien, you are subject to Social Security and Medicare taxes, which is why your employer withheld them from your pay. You would not be refunded them.
