As a registered dealer, do I need to pay taxes for purchasing second-hand items from an unregistered supplier? 

No, you do not need to pay taxes in this case. However, if you purchase from a registered supplier, then the supplier will need to pay tax on this supply. This supplier cannot claim input tax credit if they have opted for the profit margin scheme.