Can you earn a doctorate degree from college?

No, you earn a doctorate degree from a university, not a college. While the terms are sometimes used interchangeably colloquially, universities generally offer doctoral programs, while colleges typically focus on undergraduate education (bachelor's degrees) and sometimes master's degrees. There's some overlap, as some institutions have both college and university designations, but the doctoral level is almost exclusively associated with universities.