This question is the same as this one for Photoshop, however using GIMP and the exception that my Alt key is working, however Alt does not work in GIMP like in Photoshop.
To quote the previous question, this is the problem (after adding a curve, the next path is curved as well):
Is there a way to resolve this in GIMP or is it esoteric?