A rectangular capacitor for dynamic random access memory (DRAM) and a dual-pass lithography method to form the same are described. For example, a capacitor includes a trench disposed in a first dielectric layer disposed above a substrate. A cup-shaped metal plate is disposed along the bottom and sidewalls of the trench. A second dielectric layer is disposed on and conformal with the cup-shaped metal plate. A trench-fill metal plate is disposed on the second dielectric layer. The second dielectric layer isolates the trench-fill metal plate from the cup-shaped metal plate. The capacitor has a rectangular or near-rectangular shape from a top-down perspective.