It's from a verb fortfara which is no longer in use, but which meant to "continue".
fort in this case isn't in the modern meaning of "fast" but in the meaning of e.g. the English cognate "forth".
fara in this case also has an older meaning - that of "proceed".
So it's more like "forth-proceedingly", if you will. Certainly not immediately obvious. :)