Since I'd never tried posting anything in the galleries, I had to check it out. Under each picture
that I've posted is a row of options including...

Edit Photo.
That, in turn, offers the option:
If you want to delete this image completely, check this box [ ] (CAREFUL - once it's gone it's gone)