Joe Simpson rushed his way through LAX and wasn't in the chatting mood.

Jessica's dad, who is currently going through a divorce from wife Tina Simpson, has been accused of being involved in a gay relationship ... which reportedly got in the way of his marriage.

When asked about the gay rumors, Joe sprinted to his car and hid his face behind his bright blue letterman jacket.