A method includes performing a first etching process on a backside of a substrate to expose a dummy contact structure, performing a first deposition process to deposit a first dielectric layer around the dummy contract structure, performing a second deposition process to deposit an oxide layer on the first dielectric layer, removing the dummy contract structure to form a trench, depositing a sacrificial layer on sidewalls of the trench, depositing a second dielectric layer on the sacrificial layer, filling the trench with a conductive material, and removing the sacrificial layer to form an air spacer between the first dielectric layer and the second dielectric layer.