Here is what I did :
Terminal 1 :
geth --syncmode "light"
Terminal 2 :
geth attach
> web3.fromWei(eth.getBalance(eth.coinbase), "ether")
Error: not supported
at web3.js:3104:20
at web3.js:6191:15
at get (web3.js:6091:38)
at <unknown>
What am I missing?