I have a similar problem.

Sometimes I'll start laughing at something and no one else is laughing at it.

Or I'll laugh and there is nothing funny going on, or I'll laugh for too long with tears running down my face. Even though it wasn't that funny.

I'm diagnosed with:

Autism
Major Depressive Disorder (Moderate)
Anxiety (Social anxiety as well)