Nothing stops a founder from walking away. Plenty of founders sell their shares to investors/cofounders in order to cash out.
Boards are typically stacked in the founders favor, so any reduction in pay would be the founders own decision. Which makes sense, because they want to keep the company that they have significant equity in alive.