It seems other Widows services used the ports set for WAMP Apache, database, etc.
I tried to run WAMP as soon as possible when logging in to my Windows user account and the issue was resolved.
It is better to set WAMP services autostart to solve this issue in the future. To do so, read this question: Have WAMP start automatically upon Windows start-up (without logging on or any UAC interference)