An integrated circuit structure includes a semiconductor substrate, a semiconductor fin over the semiconductor substrate, a gate stack on a top surface and a sidewall of the semiconductor fin, a source/drain region on a side of the gate stack, and a contact plug encircling a portion of the source/drain region.