Azure VM SharePoint - Different public endpoint than 80 not working

I'm looking help to my Azure & SharePoint problem. I tried to ask problem in social.technet.microsoft.com:

http://ift.tt/1wxP8wh

Does anyone know that can I use different PUBLIC port than 80 in Azure? I have configured virtual machine endpoint: HTTP - PUBLIC PORT 10007 - PRIVATE PORT 80

SharePoint works in PUBLIC port 80, but if I change port number to 10007, it cause problems. IE stops downloading SharePoint page. Chrome loads page partially, however links do not work and images are missing!?

What can cause this problem? Has something gone unnoticed or Microsoft support it? I used google and found guide's about Azure and SharePoint but all guides uses public port 80.

I have opened port 10007 in Azure virtual machine firewall. In SharePoint; my web application runs port 80 and I have "Edit Public Zone URLs". (I have tried to create new web application and added it to another port, but problem remains.)

EDITED: (More information added)

No, I have not changed port from IIS. Here is what I have done:

I have created web application to port 80 and I have created site collection (Team site). I have opened port 80 from Windows firewall settings. I have configured alternate access mappings:

Internet http://ift.tt/1wxP8wj

In Azure endpoints I have created new endpoint:

NAME    PROTOCOL    PUBLIC PORT PRIVATE PORT
HTTP    TPC         80          80

Setup above works correctly. But I can't use port 80 again in same cloud service. (Azure limitation). Now I want install new SharePoint to another virtual machine but I want to use same cloud service. So, I have to change port.

I create new web application to port 80 and I create new site collection (Team site). I opened port 80 from Windows firewall settings. I configure again alternate access mappings.

In Azure endpoints I create new endpoint:

NAME    PROTOCOL    PUBLIC PORT PRIVATE PORT
HTTP    TPC         10007           80

However, this is not working. Sites are not downloading correctly. Images are missing, links are broken etc. So, next I try to create new web application to port 10007 and I create new site collection (Team site). I opened port 10007 from Windows firewall settings. I configure again alternate access mappings.

In Azure endpoints I create new endpoint:

 NAME   PROTOCOL    PUBLIC PORT PRIVATE PORT
 HTTP   TPC         10007           10007

But I get 404 error.