Revive a dead LED Lantern Sealed Lead Acid Battery
If a lead acid battery is left for too long in a discharged state it becomes unusable through a process called Sulfation. This Wikipedia article describes it in greater detail.

Unfortunately, it's not reversible so your only option is replacement.