As long as you have a bachelor's degree, it is not the same. Just apply for an ordinary undergraduate course.
As far as I know, the graduate students majoring in calligraphy in Capital Normal University are not bad. Ouyang Zhongshi, that's it. Of course, Peking University, Beijing Normal University and Central Academy of Fine Arts can do it.
Generally speaking, the tuition fees of art students are relatively high. At least the tuition fee of the university is higher than that of the third batch of undergraduate courses every year. As for graduate students, it is even more impossible to be low.
Say less than 8000