Maybe this analogy will help you understand better why the thicker wire is less resistance.
Think of electricity like water. Voltage is the water pressure, the qty of water is the current, and the hose represent the wire. Now, assuming you had the same amount of water flowing through a garden hose and a fire hose, do you think there will be more resistance/friction to the water flowing through a small garden hose or a large fire hose?