You can use override.aes=
inside guides()
function to change default appearance of legend. In this case your guide is color=
and then you should set shape=c(NA,16)
to remove shape for line and then linetype=c(1,0)
to remove line from point.
ggplot(df) +
geom_line(aes(id, line, colour = "line")) +
geom_point(aes(id, points, colour = "points"))+
guides(color=guide_legend(override.aes=list(shape=c(NA,16),linetype=c(1,0))))