It's legal in TX, but don't do it.
I've seen turkeys rolled by several shots with a 10-.22, then get up, run, and fly away!
Not advised. Even going up to a .22 WMR would be better. Use a handgun caliber if you want to keep the shot power lower and don't want to use a shotgun.