Fears are held for two Brisbane fishermen missing in rough seas for more than 15 hours after their empty car and trailer were found parked at a boat ramp.

The two men, 25 and 31, called family about 10.15pm on Saturday saying they were coming home but never made it.

Water police are searching for the men and their 3.3-metre aluminium dinghy in the central Moreton Bay area.