The National Music Publishers' Association (NMPA) is seeking more than $250m (£197.7m) in damages.
In a lawsuit filed at the Federal District Court in Nashville, the NMPA claimed Twitter "permits and encourages infringement" for profit.
It says the situation has not improved since Elon Musk bought the company.
