āParticularā [adj.] or the adverb āparticularlyā are used to specify i.e. state something distinctive or special :
āIt was the particular conditions of geography in England that enabled the Industrial Revolutionā.
āPeculiarā [adj.] , the noun āpeculiarityā, or the adverb āpeculiarlyā denote something unusual, unexpected, or strange. In the sentence you quote, the author suggests that normally an event of this kind [the Industrial Revolutionā ] would be expected to have occurred in an urban environment i.e. towns and cities, and that its ārootsā in the English countryside are particular to the peculiar conditions that existed at that place and time. The event is āparticularā and is due to the prevailing conditions which were peculiar.
In this case you can use āparticularlyā in place of āpeculiarlyā.
You need to write that ā. . . is that it is rooted in the countryside.ā
I hope this helps you get a better understanding of the use of these words, which in most cases are used in different contexts and are not interchangeable.