Who is the patron saint of drums?

There is no specific patron saint of drummers. However, there are several patrons of musicians:

Benedict Biscop

Blaise

Cecilia

David the King

Dunstan of Canterbury

Genesius of Rome

Gregory the Great

Notkar Balbulus

Paul the Apostle