Different school has different policies.

My school International Office said if the department allows students to write thesis or doing internship in another state, technically they will approve.

It really depends on the school. Let your department talk with the International Office. USCIS will not care about your residence being a student since your student statue is under the administration of the school. If school can keep your I-20, it is no problem at all.