Seems I cannot unzip tar.gz files in RH

I try to decompress but it just removes the gz

gzip -d myfile.tar.gz

there are no directoryes or files extracted and the origional file myfile.tar.gz now becomes just myfile.tar

Why is this? What am I missing?