The word "patience" is a noun, whereas "patient" in the corresponding adjective.
Note that the word "patient" can be used as a noun, too, but then it has a completely different meaning, that of someone receiving medical treatment (mind you, if you are a patient in a hospital, you often need to be patient as well...).