Yes, if you are not reimbursed for the expenses by your employer. In other words, you can either (1) be reimbursed by your employer or (2) deduct the per-mile rate from your taxes, but not both.
If I'm understanding you correctly -- mileage rate pay is a business expense for which you are reimbursed, and aren't considered pay. They are (I believe) tax exempt.
