Logstash not processing JSON files

I am trying to get FileBeat working with Logstash, but not having much luck. I decided to see if I could simply get Logstash to take in JSON files and dump them to Elasticsearch.
I started with a basic console to Elasticsearch, which works:

input { 
    stdin { } 
} 
output { 
    stdout { } 
    elasticsearch { hosts => ["localhost:9200"] }
}

When I try to read .json files from a folder, nothing happens:

input { 
  file {
    type => "json"
    path => "C:/Elasticsearch5/elasticsearch/data/*.json"
  }
}
filter {
  json {
    source => "message"  
  }
} 
output { 
    stdout {} 
    elasticsearch { 
      hosts => ["localhost:9200"]
      codec => "json"
    }
}

This is the type of output that just keeps repeating itself:

[pool-2-thread-7] DEBUG logstash.instrument.collector - Collector: Sending snapshot to observers {:created_at=>2016-12-12 08:55:29 -0500}
[[main]<file] DEBUG logstash.inputs.file - each: file grew: C:/Elasticsearch5/elasticsearch/data/1AB.json: old size 0, new size 32
[[main]<file] DEBUG logstash.inputs.file - each: file grew: C:/Elasticsearch5/elasticsearch/data/2AM.json: old size 0, new size 24
[[main]<file] DEBUG logstash.inputs.file - each: file grew: C:/Elasticsearch5/elasticsearch/data/3RK.json: old size 0, new size 23
[pool-2-thread-4] DEBUG logstash.instrument.collector - Collector: Sending snapshot to observers {:created_at=>2016-12-12 08:55:30 -0500}
[[main]<file] DEBUG logstash.inputs.file - each: file grew: C:/Elasticsearch5/elasticsearch/data/1AB.json: old size 0, new size 32
[[main]<file] DEBUG logstash.inputs.file - each: file grew: C:/Elasticsearch5/elasticsearch/data/2AM.json: old size 0, new size 24
[[main]<file] DEBUG logstash.inputs.file - each: file grew: C:/Elasticsearch5/elasticsearch/data/3RK.json: old size 0, new size 23
[pool-2-thread-7] DEBUG logstash.instrument.collector - Collector: Sending snapshot to observers {:created_at=>2016-12-12 08:55:31 -0500}
[Ruby-0-Thread-15: C:/Elasticsearch5/logstash-5.0.2/logstash-core/lib/logstash/pipeline.rb:455] DEBUG logstash.pipeline - Pushing flush onto pipeline

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