B, albumin decreases, plasma osmotic pressure decreases, antidiuretic hormone secretion decreases, urine volume increases, B is correct;
C, albumin has no ability to transport oxygen, and C is wrong;
D, the main function of albumin is to maintain plasma osmotic pressure, not to participate in immune regulation, D error.
Therefore, choose: B.