In Java, objects with a finalize() method are handled uniquely during garbage collection. They are placed in a queue for processing by a low-priority Finalizer thread. If this thread blocks, memory consumption can spike, leading to OutOfMemoryError. Thus, careful implementation of finalize() is crucial to avoid trapping the Finalizer thread, likened to a Leprechaun Trap.