First of all take a look at the scaler. Keep in mind to scale the data persistent. Based on you non-scaled price you are running into the issue woth your high RMSE.

I would suggest a consistent scaling. You don't have to scale always the same - it depends on the use case. But this non-scaled Y results in the high value.