To treat someone badly, like criticising them, when it's unfair. "Why are you always picking on me?" "Pick on someone your own size for a change!" "The other kids at school used to pick on me for being a swot" Transcript here http://teacherluke.co.uk/phrasal-verb-a-day/121-to-pick-on-someone/