Many things stop you.
Firstly, it turns out forces do not cause accelerations. Forces increase momentum, and for slow speeds when you double the momentum you almost double your speed, and it is so close to doubling that for hundreds of years we thought it was doubling.
But now that we've learned how to make things go fast and how to measure their momentum we've found out that it is an empirical fact that doubling the momentum makes the speed get less than doubled.
So what happens is a force can be applied and your momentum gets larger and larger but your speed is always less than c.
Here is how speed is related to energy and momentum: $v=c^2p/E$ and for a massive particle $E>pc$ so $v<c.$ How do we know $E>pc$? This is how energy is related to mass and momentum $E=\sqrt{(mc^2)^2+(pc)^2}$ so we know how speed depends on momentum and mass: $v=c^2p/\sqrt{(mc^2)^2+(pc)^2}.$
Now we can talk about why it took hundreds of years to notice this. When momentum is small, much less than $mc$ then $E\approx mc^2$ so $v\approx c^2p/(mc^2)=p/m.$
So for slow speeds $p\approx mv$ but in general the momentum is larger than that, but since everyday momentum is so much smaller than $mc$ we didn't notice the deviations. So the momentum is actually a bit larger than you'd think for the speed, or the other way around the speed is a bit smaller than you'd think for the momentum.
So specifically as your momentum goes to infinity $E\approx pc$ so $v\approx c$ but $E$ is a tiny bit bigger so $v$ is a tiny bit smaller. So you never get to the speed of light. Applying a force can't make you go the speed of light because all it actually does is change your momentum.
Now if you have a mass of zero then $E=pc$ and you have to go the speed of light and changing your momentum won't change your speed. Mass tells you how much bigger your energy is than you momentum ($E=\sqrt{(mc^2)+(pc)^2}$) and since your speed is $v=c^2p/E$ you either go less than $c$ if you have mass, or at $c$ if you have zero mass.
. People sometimes talked about negative energy densities in general relativity, however I am not good enough at General relativity to comment on that any further
– Secret Aug 17 '15 at 11:03