Why is "time" considered a physical dimension?

It's helpful to parse the semantics of your question a bit. The word "constant" is defined as unchanging with reference *to* time, so what does it mean to talk about time itself being constant? Time changes by one second per second, so it's not constant by definition. Work on that.