A closet is usually a small room for storing things like clothes or extra junk. It's an actual room though, built into the wall.
A wardrobe is a free standing piece of furniture with doors that open outward usually used to store clothes exclusively.
Almirah is also a free standing piece of furniture like a wardrobe but is usually smaller and can be used to store anything.