I finally figured out how to reproduce this one with Unclean Beast and how to workaround it.
1) Right-click another demi-god at a distance to move to and attack it.
2) While attacking, cast Ooze, which is instant cast (no bar) but will stop your character from moving.
2.5) At this point I usually cast his seld damage buff spell, which does have a casting time. I'm unsure if this is required to reproduce.
3) Have opposing Demigod run away from you.
--> Notice that Unclean Beast doesnt' follow and no amount of right-clicking on target will cause him to move.
4) Right click on the ground to move to a spot, this will "unstuck" Unclean Beast.
5) Right click on target, you can now path to them again.