Running Mathematica 11.1.1 on windows
NetModel["LeNet Trained on MNIST Data"]
as per the help page gives
Internet connectivity test passes. Wolfram account signed into.
Not sure if it ran once or not and I have a cached data problem, but search for .wlnet files yields nothing.