False, plants do not have this capability because nitrogen isn't reactive. Thus, the nitrogen, through the soil, is converted to nitrate by nitrogen-fixing bacteria. After the conversion, the plants are able to absorb it without an issue. However, it is not possible to "directly" absorb nitrogen itself.
I hope I was able to satisfyingly answer your question. :)