After trying various solutions like "Asigning color profile (sRGB IEC61966-2.1) to icons" and "CocoaPods solution" stated above, or "Changing App Icon Source name to different asset name in proect setting", I found one very basic solution as follow:
- Clear your project.
- Clear derived data at (~/Library/Developer/Xcode/DerivedData/)
- Go to "Project -> Build Phase"
- Find "Copy Bundle Resources and drag it as the last item of the list"Resources". and drag it as the last item of the list
- Uninstall application if it is already there, and run project.
Find screenshot for better understanding.
Before
After
Note: You can check, what is creating problem for app-icon in your project by simply changing position of "Copy Bundle Resources" to upward direction.

