Police say William Davis, who was 92, died as a result of serious head injuries. His body was found in Willenhall on Sunday evening.
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A large tent has been put up around the area while investigations continue.
The kind gesture touched the hearts of many who shared and retweeted words of support for the officer on Twitter.
Two workers were forced into a back office as the robbers tried to force their way into a safe, police say.