This is a noted issue with Ticks. When removing them, unless you do it properly, you may end up with the mouthparts left embedded in your skin.. However, even with those, the body will usually deal with it without too many problems.
Mosquito proboscii are much smaller and so I would not anticipate any issues for anyone with a functioning immune system to deal with without ever noticing.