I believe that all rental income is taxable to a CA LLC, regardless of the state it is in. Just like an individual, there can be a tax credit for tax paid to the other state. I also believe that they need to file a Texas Franchise Tax form. 

I might be wrong and I don't have specific references for this. Hopefully others will chime in.