FWIW, I'd chuck him, yes.
Aim high.
You want to spend your life with a second rate man? One who thinks this is funny? One who wouldn't have the balls, humanity and intelligence to ever call himself a feminist?
Seriously, unless this guy was stellar in every other respect (and if he thinks that drivel is funny, he can't possibly be stellar in much that matters - everything is linked) - then yes, dump him.
The fact that this has touched such a nerve is telling - it sounds as if you don't respect him and you know why.
If that's the case, take this cue and yup, kick to the curb.
Aim high!