Rat King stalker portion (Grounded) - Not enough resources or ammo

Hey all. I don't have enough ammo to kill this thing at the part where you're in the one room with it. Is my only option since all I have is the auto save to go select the chapter and play the whole Ground Zero over again? Didn't have this problem on any of my other playthroughs, but here we are