You can, if you want. You can start today, but Bitcoin has billions of dollars of computing power behind it to enforce the consensus and the authenticity of transactions. There is a network effect. It's the same thing as not wanting to create a second Facebook or a second Google. You can if you want, but there's a strong network effect to use the actual network.
On March 19th, 2018. See this statement in context.