It can happen when the mongodb service is not running on the mac. To start it, I tried
brew services start mongodb
and it worked.
Edit: According to the discussion on this PR on homebrew: https://github.com/Homebrew/homebrew/issues/30628
brew services is deprecated, I looked around on SO and found these answers now answer the question: What is the correct way to start a mongod service on linux / OS X?