for file in * ; do
echo mv -v "$file" "${file#*_}"
done
run this to satisfy that everything is ok.
if it is, remove `echo` from command and it will rename files as you want.
"${file#*_}"
is a usual substitution feature in the shell. It removes all chars before the first `_` symbol (including the symbol itself). For more details look here.