No, I believe it was a water mill on either the Exe or the Lowman. I don't know which. It could have been situated on a smaller tributary stream running down into either river.
The reason his business was failing was that the railway and/or a new canal were both being used to move grain down to a bigger town (Taunton, I think) Small mills were becoming uneconomic.