Linux, Where Has my Space Gone?

Recently, my Raspberry Pi was complaining that the disk was full. Which was strange because I just recently removed a bunch of files from there, yet df -h was reporting 99% usage. But wait, du -h --summarize was only reporting a couple gigs used instead of the whole 14Gb… What gives?