How long until my score gets better?

I’ve been sitting around 590-610 credit score for a couple years now. In my report from credit karma it says the only thing negatively impacting my score was my credit usage being maxed out (~10k) I’ve never missed a payment, and have perfect record otherwise. How long is it going to take to see my score go up now that I have almost no credit or debt and have paid it all off?