To understand the answer to your question, I think it is important to begin by first understanding what is a logarithm, in general. What is a logarithm? Well, a logarithm is a function satisfying a certain important property. There are many ways to define a logarithm, but the modern way to define logarithms that takes into account the history of them is by looking at the equation $f(xy)=f(x)+f(y).$ This equation just encodes the fact that logarithms convert multiplication into addition. That is the reason they were developed, historically. Logarithms are the continuous functions satisfying this property. The logarithm with the property that $f(b)=1$ is called the logarithm with base $b.$
So what gives? Well, it can be proven that every logarithm has the property that $f(1)=0.$ You can conclude this from just using the equation $f(xy)=f(x)+f(y).$ So there is no logarithm satisfying $f(1)=1,$ and as such, there is no logarithm with base $1.$ Any function satisfying $f(1)=1$ cannot satisfy the equation $f(xy)=f(x)+f(y).$ So this is not a problem you can solve by just introducing a new number system.