Do you capitalize English Language Learners?

No, "English language learners" is not capitalized unless it begins a sentence or is part of a title. It is a common noun phrase describing students who are learning English as a second language. However, some educational contexts may use "English Language Learner" as a proper noun in specific programs or titles, but this is less common.