from r cookbook, where bp is your ggplot:
Remove legend for a particular aesthetic (fill):
bp + guides(fill=FALSE)
It can also be done when specifying the scale:
bp + scale_fill_discrete(guide=FALSE)
This removes all legends:
bp + theme(legend.position="none")