To make a memorable impression or have a strong effect on someone; to impact someone's feelings, especially when such an effect is not expected or wanted.
To irritate someone.
set someone against someone else
How often have the words get under someone's skin and set someone against someone else occurred in a corpus of books? (source: Google Ngram Viewer )