A Reference Queue in Java is a data structure used to keep track of references to objects that are about to be or have been garbage collected, allowing for cleanup or other post-processing tasks. It is typically used in conjunction with Reference objects like SoftReference, WeakReference, and PhantomReference to manage memory more efficiently and handle resource cleanup gracefully.