For $K=\Bbb Q_p$ there will be uncountably many $K$-rational points. The exact structure of $K$-rational points will depend on the reduction type of the curve, but points close to the base-point $O$ are in essence parameterised by the formal group of the curve. See Silverman's book for much more detail.