The Krenim once controlled a vast empire, but as with all empires their power waned and what is left of the Imperium is only a vestige of their former glory.
One Krenim, Arronax, developed a Temporal Weapons Ship that was capable of changing history. Arronax attempted to use this weapon to change history, but his attempts were ultimately thwarted by the Voyager crew.