You can equip your armour/weapon as soon as you pick it up, or at the Blacksmith's.
Talking to the blacksmith will give you this screen. Tap on the equipment you wish to equip.
Tap the "EQUIP" button to equip your choice.
If you can't find some of the equipment you own, be sure to check the other tiers, to see if they are there instead.