Does Avast Premium Security removes an adware if it is activated after the PC is infected?
There’s no general answer to your question.
In general, related to all AV, detected objects are removed
they dont remove what they dont detect 
and no security program have 100% detection or zero false positives
Since you ask i assume you have a problem, more details will give a better answer