Is a theory explains what is obseved in nature true or false?

False. A theory in science is a well-substantiated explanation of some aspect of the natural world that is based on a body of evidence and has been repeatedly tested and confirmed. However, scientific theories are always open to revision or rejection in light of new evidence. Therefore, while a theory may explain what is observed in nature, it is not deemed "true" in an absolute sense.