WebServers cannot connect to app server ELB - AWS

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I have a simple deployment with some webservers connected to an AWS ELB. This ELB in-turn has some application servers behind it.

The webservers are unable to connect to the application server ELB. The httpd error log is full of:

[Thu Dec 22 15:28:05.897273 2016] [proxy:error] [pid 10188] (70007)The timeout specified has expired: AH00957: HTTP: attempt to connect to 54.254.179.37:80 (elblinkhere) failed
[Thu Dec 22 15:28:05.897348 2016] [proxy:error] [pid 10188] AH00959: ap_proxy_connect_backend disabling worker for (elblinkhere) for 60s
[Thu Dec 22 15:28:05.897361 2016] [proxy_http:error] [pid 10188] [client 10.0.0.54:13789] AH01114: HTTP: failed to make connection to backend: elblinkhere  

I have tried to check if this is an SELinux issue but that does not seem so.
I have also read a large number of threads on the internet about this and not come across any solutions.

My question(s):
1. What other methods can I use to resolve this?
2. How do I resolve this?

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Did you configure your ELB as external and also enabled necessary port for ELB's security group?