Mr Hollande warned that "separated, we run the risk of divisions, dissension and quarrels".
The two will hold talks later in Berlin amid a flurry of diplomatic activity in the wake of so-called "Brexit".
The pound fell further in early trading in Asia on Monday as markets reacted.
UK Chancellor George Osborne will issue a statement before the start of trading in the UK in a bid to calm markets.
