https://www.irs.gov/individuals/international-taxpayers/aliens-employed-in-the-u-s-social-security-taxes

"The exemption does not apply to nonimmigrants in F-1, J-1, M-1, or Q-1/Q-2 status who change nonimmigrant status to a status which is not exempt or to a special protected status."


The taxes have to be paid.