At least in California self-employed individuals are eligible for disability http://www.edd.ca.gov/Disability/Self-Employed_Eligibility.h... and by extension family leave http://www.edd.ca.gov/Disability/FAQ_PFL_Eligibility.htm if they choose to participate.