The blue stabilisers were a component in the TARDIS which stabilised it in flight and prevented it from rattling around.
The Eleventh Doctor believed the blue stabilisers had no purpose other than being blue. River Song used them to stop TARDIS shaking. The Doctor irritatedly called them "blue boring-ers," and said the journey was no fun with them activated. (TV: The Time of Angels)