Sure, walk away. How sure are you that the next role is going to be better? Another friend of mine changed jobs six times in two years. Now he's having trouble getting taken seriously.
You're not. You have no guarantees. Is staying in a volatile role where you're not sure what your job will be next week better? You are in control of your own destiny. Don't let someone else be.
