Redhat Memory Question

Honestly, memory usage should never go red unless there is enough memory
pressure to generate a lot of swap paging I/O. Maximizing memory usage
is a feature of a modern OS. 

I'm surprised your swap is completely empty on that server. Swap is
meant to be used.