To relax after achieving a goal or doing a physically strenuous activity (such as rowing, as the phrase suggests). I know you're happy to have won the election, but you can't just rest on your oars—you need to start planning your first act as class president now.After painting all morning, I had to rest on my oars for a bit before I moved on to the next room.