You can't configure diff-highlight to do that. It 'will find the common prefix and suffix of two lines, and consider everything in the middle to be "different".' [1]
To highlight only the quotes as changing, you need something else. On (Neo)Vim, for example, vim-gitgutter does this [2] (I'm the author).