Running over a breakpoint without opening the debugger can be very sad. When you hover over the breakpoint VS tells you that the symbol has not been loaded for the document.
The solution is simple. Go to VS > Dynamics365 > Options
In the options window select the “Debugging” node and make sure the “Load symbols only for items in the solution” is unchecked.