Security deposit is not tax deductible, unfortunately. However you may deduct some of your moving expenses if you have not been reimbursed for them. They Include:
Moving your household goods and personal effects (including in-transit or foreign-move storage expenses), and
Traveling (including lodging but not meals) to your new home.