Hello! I am very new to gardening and i found the stems of my cucumber plant kind of rotting and the leaves floppy. I am growing two plants in a box. I also should add that i have found that there have been a lot of little tiny bugs in the soil. Also, it has been pretty rainy lately. What should i do?

Do you have drainage holes in the container it's in?

Yes and gravel rocks in the bottom