If he wouldn't have any chakra, he wouldn't be a ninja -_- (or dead).
He has no talent for ninjutsu, but he still has control over his chakra. How else could you explain his massive taijutsu skills? They use also chakra and he can open most of the chakra-gates. If he wouldn't have any chakra, what would be the use of that.