Curses will be hidden by a +all attribute property (e.g. +15 to all), then when you equip it, it will turn blue and reveal its true function (one of the curses listed below), and you will be unable to remove it by yourself. You will need to seek the help of Mistress Irma in town, and for a fee of 20000gp she will remove it for you. This is not to say all items with +all attributes will conceal a curse, but just be wary when you find one. Brought items are fine.
There are a couple of ways you can tell is an item is cursed, first of all cursed items generally have no requirements to meet (e.g. Plate Armour that would normally need 120 Strength, it would have no requirement listed instead). Another way is to try to sell it to Gunther the Blacksmith, he will sense that something is wrong, and offer you a much smaller price than what would normally befit an item with the +all attribute. Also, if it only has the +all and no other properties (such as if it has +15 to all and +40% to hit, this will not work), cast Detection and it will show up pink, instead of the usual blue.