With this option to FALSE, you just deactivated the reticulate python engine for knit. That means your python chunks are not using reticulate anymore, but knitr is using directly python executable. This is fine is your case, but reticulate should work in Rmd doc, and is required to have some specific feature of integration between R and python in Rmd notebook.