Kelseyville is a unincorporated community in Lake County, California, located six miles southeast of Lakeport, at an elevation of 1,384 feet. For statistical purposes, the United States Census Bureau has defined that community as a census-designated place. Its population was 3,382 according to the 2020 United States census.