Display the inventory screen and combine ammunition manually with your weapon. This causes weapons such as the shotgun to reload much faster than the normal method. You can also use this trick while climbing ladders or jumping.

Reload your weapon when the melee option appears. Then, start the melee sequence. Your weapon will be reloaded instantly.