Both ivy and morning glory are infamous for their spreading roots. However, you say drought conditions. If you have been watering, and your neighbor has not, his orange tree may have sniffed out your
water, and diverted its roots your way. Severe all of the roots (but leave them there to decompose), and watch to see if his tree dies over the next several weeks. Encourage him to give his tree a deep soaking.