From Middle English eyles, eieles, equivalent to eye + -less. Compare West Frisian eachleas (“eyeless”), Dutch oogloos (“eyeless”), German augenlos (“eyeless”), Swedish ögalös (“eyeless”), Icelandic augnalaus (“eyeless”).
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