There are quite a few Material design UI frameworks for ReactJS. I would suggest you to use react-mdl since you're looking for something lightweight.
Material UI is also an option, it is feature rich and has the most refined implementation of Material Design but comes with some extra weight for all that goodness.
You can take a look at this story for some more options.