Attempt to run Rails Server creates a folder named 'server'

If you are attempting to execute the rails server by executing rails s or rails server and instead of having the server started you only get a folder named 'server' or the usage help message for the rails command, you are most probably running rails version 2.x.
For this version of rails you must use the command ruby script/server to start the server.