Heavy Armor is an upgrade obtained from Ghost Hunter Leo's questline.
Heavy Armor enables the player to not be affected by Boss's attacks (with the exception of Mega Bosses and The Flying Dutchman), they will not be thrown back and their vacuum will keep on vacuuming. However, if a Hoverboard was equipped prior to the attack, it will still unequip.