You could use a solid state relay with an on delay. The delay time is usually setable by an external resistor. Only disadvantage is the $30 to $40 dollar cost.
Alternately you could rig something up with a 555 timer and a mechanical relay from RS. Depends on you electronics tinkering capability.
BOb