Increasing Energy Budget
To have a running-greenhouse-effect you do not necessarily need much water vapor in the atmosphere. This is more of a secondary effect.
What you need to kick-off such cataclysmic events is a positive-energy-feedback-loop, meaning more energy is going into the planet's energy/temperature budget than can go out by dissipating heat into space again. And because of that (or at least across several other levels) even more energy is added which also cannot escape and so on.
Positive feedback loops are very unlikely to occur in nature, because of thermo-dynamics and entropy. Everything tries to reach some kind of equilibrium or balanced energy state. Nothing strives to set free or produce more and more energy. At some point the violent, energy dissipating processes are out of fuel and then other, counter-acting processes, take over.
Atmosphere
If the atmosphere is of a certain consistency to serve as a "glass lid" this can be beneficial of course (meaning, the atmosphere allows more energy in than out). While water vapor is a green house gas, it also has the property of reflecting much of the sunlight in a high layer of the atmosphere outwards again. The "glass lid" becomes opaque so to say, which normalizes the conditions on the planet again.
Sun
It is very unlikely that a running-greenhouse-effect will happen just by increasing luminosity of the sun from one instant to the next. There are so many effects counter-acting a heating up of the planet that there will be many states of a new equilibrium being formed over long periods of time before earth eventually loses all its water (talking billions of years, not 10 human generations or so).
Earth
Now, to have that positive-feedback-loop, I would not so much look towards the sun, but more inside earth. If you think of volcanic activity this is a strong source for adding to the planet's temperature budget. Problem is, it will most likely also eject many other particles into the atmosphere, so a kind of "fallout winter" scenario will take place, not a heating up to be a running "steam cooker" all the time.
Scenario
One event I can think of, would be volcanic activity below water line. Not too deep, because you want water vapor to escape into the atmosphere. But deep enough, so that secondary particles are more likely to stay bound to water than also being ejected into the air. Given the activity is taking place on a large surface area (pacific fire belt) and the process not being very violent/explosive, this might start adding up decent amounts of water vapor in the atmosphere.
Let's further assume, that this heats up conditions on the planet enough to melt methane deposits in the permafrost regions (siberian traps). Which will emit high amounts of greenhouse gases, further increasing the temperature on earth. This will lead to increased melting of the polar ice, causing a decline of the rising temperatures again. Because of the missing ice, even less sunlight is reflected, increasing the amount of energy earth has to deal with. But also, non-water-covered areas will be smaller. Because of higher temperatures, the atmosphere is able to take in a lot more water vapor, which means vapor will dissipate around the globe before building up again. And so on.
I still doubt, that this results in a "running-away"-effect, meaning in a self-sustaining and self-induced-increasing of the effect. There is some kind of limited fuel involved on each level. There has to be even more going on to be devastating for all the oceanic water.
The in-between steps are most likely a death sentence/threat to all life on earth, of course.
Long story short
Humankind might encounter catastrophes which have a short-term "boiling" effect, but a running-away-effect is implausible to a high degree. Having this effect would imply substantial changes in the state of the solar-system (e.g. dying sun, production of high amounts of greenhouse emissions on earth, losing of the atmosphere or shielding magnetic fields, etc.) and therefore solar-system-scale time-frames.
Another scenario is hinted at in this question about consequences of falling debris of the moon that was turned into a planetary ring. Hitting the ocean, this might also produce high amounts of water vapor.