You most certainly can. As long as you paid for the majority of his expenses after him living away for 2 1/2 months, he is an eligible dependent. However, if he is planning on going to college, you may want to consider how claiming him may affect college aid or other aid he may receive.
R. Brennan
CPA, Ky
