How to force Chrome correctly render icons (and fonts)

Recently, many resources have been used for custom fonts and icons just for beauty. However, in Chrome it appears, to say the curve (see example). Actually, the question is simple - is it possible to make Crome (version 24.0.1312.52 m) to display it right. If it can be done, only the settings on the client or in some way through CSS?

UPD himself said - he said. SVG fonts must be used, a description of technology here .
UPD2 found another, more accurate decision