Europe had many points in its history where labor was dear. For example wages went up after the Black Death because so many workers had died. Why did the Industrial Revolution not happen then?
Where and when it did happen, the https://en.wikipedia.org/wiki/British_Agricultural_Revolutio... preceded it. Meaning that lots of laborers were displaced from fields (particularly due to enclosures) and forced to move to cities. This lead to an excess of labor in the cities, not a shortage.
The evidence is rather better that the progress of science and technology simply hit an inflection point with the invention of things like the steam engine (factories could be put anywhere) and the spinning jenny (machines could make cloth far cheaper than it had been). In a society which already had a free market bent (it was not an accident that The Wealth of Nations came out of the same time and place), these things were seized upon, imitated, and further innovations proceeded apace.
The spread of the Industrial Revolution afterwards was dependent upon the spread of the necessary skills, the investment of capital, and the building of supply chains. Which meant that what started in England spread to places in closest contact with her. Namely the United Stated and Continental Europe. And then only slowly spread elsewhere.
Why Britain specifically is a subset of the question. One of the precipitating factors often cited is the enclosure movement, which was part of a push for stronger, more logical systems of property rights(a big philosophical movement originating in the late 1600's and gaining steam in the 1700's - "life, liberty, property", utilitarianism, and related ideas all come from this period, and in Britain these ideas were especially popular). Enclosure had the effect of kicking peasants off the farm, leading them into wage labor, and Britain had a colonial system already in place, giving it many export markets and therefore demand for manufacturing. Add to that the local availability of coal and the gradual ceding of governing power to Parliament(another centuries-old process) and you have something resembling a thesis for preconditions of industrial capitalism - a stable country ruled by its merchants, with a strong export market, availability of labor and energy sources, and sufficient knowledge to usefully organize the labor.
It was proposed that the lack of cheap labor is what drove people to find efficiencies.
Granted I'm not a historian so I can't verify this claim, but it was an interesting dynamic.