Google recently released an official font for Material Icons and I think material-ui's FontIcon component should be modified to support this.
This is what I'm using now but it's tricky to use with iconClassName.
<div className="material-icons md-24"></div>
or
// > IE 9
<div className="material-icons md-24">search</div>